{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Network Traffic Forecasting (using time series data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In telco, accurate forecast of KPIs (e.g. network traffic, utilizations, user experience, etc.) for communication networks ( 2G/3G/4G/5G/wired) can help predict network failures, allocate resource, or save energy. \n",
    "\n",
    "In this notebook, we demonstrate a reference use case where we use the network traffic KPI(s) in the past to predict traffic KPI(s) in the future. We demostrate how to do **univariate forecasting** (predict only 1 series), and **multivariate forecasting** (predicts more than 1 series at the same time) using Project Chronos.\n",
    "\n",
    "For demonstration, we use the publicly available network traffic data repository maintained by the [WIDE project](http://mawi.wide.ad.jp/mawi/) and in particular, the network traffic traces aggregated every 2 hours (i.e. AverageRate in Mbps/Gbps and Total Bytes) in year 2018 and 2019 at the transit link of WIDE to the upstream ISP ([dataset link](http://mawi.wide.ad.jp/~agurim/dataset/)). "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Helper functions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This section defines some helper functions to be used in the following procedures. You can refer to it later when they're used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-21T11:38:48.281993Z",
     "start_time": "2020-03-21T11:38:48.277221Z"
    }
   },
   "outputs": [],
   "source": [
    "def plot_predict_actual_values(date, y_pred, y_test, ylabel):\n",
    "    \"\"\"\n",
    "    plot the predicted values and actual values (for the test data)\n",
    "    \"\"\"\n",
    "    fig, axs = plt.subplots(figsize=(16,6))\n",
    "\n",
    "    axs.plot(date, y_pred, color='red', label='predicted values')\n",
    "    axs.plot(date, y_test, color='blue', label='actual values')\n",
    "    axs.set_title('the predicted values and actual values (for the test data)')\n",
    "\n",
    "    plt.xlabel('test datetime')\n",
    "    plt.ylabel(ylabel)\n",
    "    plt.legend(loc='upper left')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download raw dataset and load into dataframe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we download the dataset and load it into a pandas dataframe. Steps are as below. \n",
    "\n",
    "* First, run the script `get_data.sh` to download the raw data. It will download the monthly aggregated traffic data in year 2018 and 2019 into `data` folder. The raw data contains aggregated network traffic (average MBPs and total bytes) as well as other metrics. \n",
    "\n",
    "* Second, run `extract_data.sh` to extract relavant traffic KPI's from raw data, i.e. `AvgRate` for average use rate, and `total` for total bytes. The script will extract the KPI's with timestamps into `data/data.csv`.\n",
    "\n",
    "* Finally, use pandas to load `data/data.csv` into a dataframe as shown below"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-21T11:38:49.128702Z",
     "start_time": "2020-03-21T11:38:48.803931Z"
    }
   },
   "outputs": [],
   "source": [
    "import os \n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-21T11:38:49.188493Z",
     "start_time": "2020-03-21T11:38:49.175686Z"
    }
   },
   "outputs": [],
   "source": [
    "raw_df = pd.read_csv(\"data/data.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below are some example records of the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-21T11:38:49.530000Z",
     "start_time": "2020-03-21T11:38:49.518243Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>StartTime</th>\n",
       "      <th>EndTime</th>\n",
       "      <th>AvgRate</th>\n",
       "      <th>total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018/01/01 00:00:00</td>\n",
       "      <td>2018/01/01 02:00:00</td>\n",
       "      <td>306.23Mbps</td>\n",
       "      <td>275605455598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018/01/01 02:00:00</td>\n",
       "      <td>2018/01/01 04:00:00</td>\n",
       "      <td>285.03Mbps</td>\n",
       "      <td>256527692256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018/01/01 04:00:00</td>\n",
       "      <td>2018/01/01 06:00:00</td>\n",
       "      <td>247.39Mbps</td>\n",
       "      <td>222652190823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018/01/01 06:00:00</td>\n",
       "      <td>2018/01/01 08:00:00</td>\n",
       "      <td>211.55Mbps</td>\n",
       "      <td>190396029658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018/01/01 08:00:00</td>\n",
       "      <td>2018/01/01 10:00:00</td>\n",
       "      <td>234.82Mbps</td>\n",
       "      <td>211340468977</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             StartTime              EndTime     AvgRate         total\n",
       "0  2018/01/01 00:00:00  2018/01/01 02:00:00  306.23Mbps  275605455598\n",
       "1  2018/01/01 02:00:00  2018/01/01 04:00:00  285.03Mbps  256527692256\n",
       "2  2018/01/01 04:00:00  2018/01/01 06:00:00  247.39Mbps  222652190823\n",
       "3  2018/01/01 06:00:00  2018/01/01 08:00:00  211.55Mbps  190396029658\n",
       "4  2018/01/01 08:00:00  2018/01/01 10:00:00  234.82Mbps  211340468977"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data pre-processing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we need to do data cleaning and preprocessing on the raw data. Note that this part could vary for different dataset. \n",
    "\n",
    "For the network traffic data we're using, the processing contains 2 parts:\n",
    "1. Convert string datetime to TimeStamp\n",
    "2. Unify the measurement scale for `AvgRate` value - some uses Mbps, some uses Gbps "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-21T11:38:50.305696Z",
     "start_time": "2020-03-21T11:38:50.298741Z"
    }
   },
   "outputs": [],
   "source": [
    "df = pd.DataFrame(pd.to_datetime(raw_df.StartTime))\n",
    "\n",
    "# we can find 'AvgRate' is of two scales: 'Mbps' and 'Gbps'\n",
    "raw_df.AvgRate.str[-4:].unique() \n",
    "\n",
    "# Unify AvgRate value\n",
    "df['AvgRate'] = raw_df.AvgRate.apply(lambda x:float(x[:-4]) if x.endswith(\"Mbps\") else float(x[:-4])*1000)\n",
    "\n",
    "df[\"total\"] = raw_df[\"total\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-21T11:38:51.412172Z",
     "start_time": "2020-03-21T11:38:51.404713Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>StartTime</th>\n",
       "      <th>AvgRate</th>\n",
       "      <th>total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-01-01 00:00:00</td>\n",
       "      <td>306.23</td>\n",
       "      <td>275605455598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-01-01 02:00:00</td>\n",
       "      <td>285.03</td>\n",
       "      <td>256527692256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-01-01 04:00:00</td>\n",
       "      <td>247.39</td>\n",
       "      <td>222652190823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-01-01 06:00:00</td>\n",
       "      <td>211.55</td>\n",
       "      <td>190396029658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-01-01 08:00:00</td>\n",
       "      <td>234.82</td>\n",
       "      <td>211340468977</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            StartTime  AvgRate         total\n",
       "0 2018-01-01 00:00:00   306.23  275605455598\n",
       "1 2018-01-01 02:00:00   285.03  256527692256\n",
       "2 2018-01-01 04:00:00   247.39  222652190823\n",
       "3 2018-01-01 06:00:00   211.55  190396029658\n",
       "4 2018-01-01 08:00:00   234.82  211340468977"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the data to see how the KPI's look like"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-21T11:38:54.068137Z",
     "start_time": "2020-03-21T11:38:53.755044Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.plot(y='AvgRate',figsize=(16,6), title=\"AvgRate of network traffic data\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-21T11:38:54.374455Z",
     "start_time": "2020-03-21T11:38:54.086136Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = df.plot(y='total',figsize=(16,6), title=\"total bytes of network traffic data\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature Engineering & Data Preperation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For feature engineering, we use year, month, week, day of week and hour as features in addition to the target KPI values.\n",
    "\n",
    "For data preperation, we impute the data to handle missing data and scale the data.\n",
    "\n",
    "We generate a built-in TSDataset to complete the whole processing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bigdl.chronos.data import TSDataset\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# we look back one week data which is of the frequency of 2h.\n",
    "look_back = 84\n",
    "# specify the number of steps to be predicted，one day is selected by default.\n",
    "horizon = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "tsdata_train, _, tsdata_test = TSDataset.from_pandas(df, dt_col=\"StartTime\", target_col=[\"AvgRate\",\"total\"], with_split=True, test_ratio=0.1)\n",
    "standard_scaler = StandardScaler()\n",
    "for tsdata in [tsdata_train, tsdata_test]:\n",
    "    tsdata.gen_dt_feature()\\\n",
    "          .impute(mode=\"last\")\\\n",
    "          .scale(standard_scaler, fit=(tsdata is tsdata_train))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Time series forecasting "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Univariate forecasting"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For _univariate_ forecasting, we forecast ``AvgRate`` only. We need to roll the data on corresponding target column with tsdataset. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((7800, 84, 7), (7800, 1, 1), (792, 84, 7), (792, 1, 1))"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for tsdata in [tsdata_train, tsdata_test]:\n",
    "    tsdata.roll(lookback=look_back, horizon=horizon, target_col=\"AvgRate\")\n",
    "\n",
    "x_train, y_train = tsdata_train.to_numpy()\n",
    "x_test, y_test = tsdata_test.to_numpy()\n",
    "x_train.shape, y_train.shape, x_test.shape, y_test.shape    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For univariate forcasting, we use LSTMForecaster for forecasting."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-21T11:39:14.973727Z",
     "start_time": "2020-03-21T11:39:13.861565Z"
    }
   },
   "outputs": [],
   "source": [
    "from bigdl.chronos.forecaster.lstm_forecaster import LSTMForecaster"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we initiate a LSTMForecaster. \n",
    "* `feature_dim` should match the training data input feature, so we just use the last dimension of train data shape. \n",
    "* `target_dim` equals the variate num we want to predict. We set target_dim=1 for univariate forecasting."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-21T11:39:15.260788Z",
     "start_time": "2020-03-21T11:39:14.975221Z"
    }
   },
   "outputs": [],
   "source": [
    "# build model\n",
    "forecaster = LSTMForecaster(past_seq_len=x_train.shape[1],\n",
    "                            input_feature_num=x_train.shape[-1],\n",
    "                            output_feature_num=y_train.shape[-1],\n",
    "                            hidden_dim=16,\n",
    "                            layer_num=2,\n",
    "                            lr=0.001)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then we use fit to train the model. Wait sometime for it to finish."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-21T11:41:29.251846Z",
     "start_time": "2020-03-21T11:39:15.261912Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 9min 5s, sys: 1.88 s, total: 9min 7s\n",
      "Wall time: 55.1 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'mse': 0.08079124385043249}"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "forecaster.fit(data=(x_train, y_train), batch_size=1024, epochs=50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After training is finished. You can use the forecaster to do prediction and evaluation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-21T11:41:29.688706Z",
     "start_time": "2020-03-21T11:41:29.253614Z"
    }
   },
   "outputs": [],
   "source": [
    "# make prediction\n",
    "y_pred = forecaster.predict(x_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since we have used standard scaler to scale the input data (including the target values), we need to inverse the scaling on the predicted values too. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-21T11:41:29.692989Z",
     "start_time": "2020-03-21T11:41:29.690681Z"
    }
   },
   "outputs": [],
   "source": [
    "y_pred_unscale = tsdata_test.unscale_numpy(y_pred)\n",
    "y_test_unscale = tsdata_test.unscale_numpy(y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "calculate the symetric mean absolute percentage error."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-21T11:41:29.790267Z",
     "start_time": "2020-03-21T11:41:29.694053Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sMAPE is [[8.38150542]]\n",
      "mean_squared error is [[4664.04810569]]\n"
     ]
    }
   ],
   "source": [
    "from bigdl.orca.automl.metrics import Evaluator\n",
    "# evaluate with sMAPE\n",
    "print(\"sMAPE is\", Evaluator.evaluate(\"smape\", y_test_unscale, y_pred_unscale))\n",
    "# evaluate with mean_squared_error\n",
    "print(\"mean_squared error is\", Evaluator.evaluate(\"mse\", y_test_unscale, y_pred_unscale))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### multivariate forecasting "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For _multivariate_ forecasting, we forecast `AvgRate` and `total` at the same time. We need to roll the data on corresponding target column with tsdataset. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((7800, 84, 2), (7800, 2), (792, 84, 2), (792, 2))"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for tsdata in [tsdata_train, tsdata_test]:\n",
    "    tsdata.roll(lookback=look_back, horizon=horizon, target_col=[\"AvgRate\",\"total\"])\n",
    "    \n",
    "x_train_m, y_train_m = tsdata_train.to_numpy()\n",
    "x_test_m, y_test_m = tsdata_test.to_numpy()\n",
    "y_train_m, y_test_m = y_train_m[:, 0, :], y_test_m[:, 0, :]\n",
    "x_train_m.shape, y_train_m.shape, x_test_m.shape, y_test_m.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For multivariate forecasting, we use MTNetForecaster for forecasting. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-21T11:41:30.107194Z",
     "start_time": "2020-03-21T11:41:30.105366Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-04-01 03:44:09.844660: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory\n",
      "2022-04-01 03:44:09.844692: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.\n",
      "/home/liangs/BigDL/python/chronos/src/bigdl/chronos/forecaster/__init__.py:36: UserWarning: Please install `tensorflow<2.0.0` to use MTNetForecaster.\n",
      "  warnings.warn(\"Please install `tensorflow<2.0.0` to use MTNetForecaster.\")\n",
      "Importing plotly failed. Interactive plots will not work.\n"
     ]
    }
   ],
   "source": [
    "from bigdl.chronos.forecaster.tf.mtnet_forecaster import MTNetForecaster"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, we initialize a mtnet_forecaster according to input data shape. The lookback length is equal to `(long_series_num+1)*series_length` Details refer to [chronos docs](https://github.com/intel-analytics/bigdl/tree/branch-2.0/python/chronos/src/bigdl/chronos)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-21T11:41:43.721239Z",
     "start_time": "2020-03-21T11:41:30.108281Z"
    }
   },
   "outputs": [],
   "source": [
    "mtnet_forecaster = MTNetForecaster(target_dim=y_train_m.shape[-1],\n",
    "                                   feature_dim=x_train_m.shape[-1],\n",
    "                                   long_series_num=6,\n",
    "                                   series_length=12,\n",
    "                                   ar_window_size=6,\n",
    "                                   cnn_height=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we train the model and wait till it finished. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-21T11:45:42.618699Z",
     "start_time": "2020-03-21T11:41:43.725466Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:AutoGraph could not transform <bound method AttentionRNNWrapper.call of <bigdl.chronos.model.tf2.MTNet_keras.AttentionRNNWrapper object at 0x7faabc449e90>> and will run it as-is.\n",
      "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n",
      "Cause: module 'gast' has no attribute 'Constant'\n",
      "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n",
      "WARNING: AutoGraph could not transform <bound method AttentionRNNWrapper.call of <bigdl.chronos.model.tf2.MTNet_keras.AttentionRNNWrapper object at 0x7faabc449e90>> and will run it as-is.\n",
      "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n",
      "Cause: module 'gast' has no attribute 'Constant'\n",
      "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-04-01 03:44:15.121112: E tensorflow/stream_executor/cuda/cuda_driver.cc:271] failed call to cuInit: CUDA_ERROR_NO_DEVICE: no CUDA-capable device is detected\n",
      "2022-04-01 03:44:15.121162: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:156] kernel driver does not appear to be running on this host (rose-X299-AORUS-Gaming-3-Pro): /proc/driver/nvidia/version does not exist\n",
      "2022-04-01 03:44:15.121807: I tensorflow/core/platform/cpu_feature_guard.cc:151] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 AVX512F FMA\n",
      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Build model took 3.063882350921631s\n",
      "Epoch 1/20\n",
      "WARNING:tensorflow:AutoGraph could not transform <function Model.make_train_function.<locals>.train_function at 0x7faa84167a70> and will run it as-is.\n",
      "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n",
      "Cause: 'arguments' object has no attribute 'posonlyargs'\n",
      "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n",
      "WARNING: AutoGraph could not transform <function Model.make_train_function.<locals>.train_function at 0x7faa84167a70> and will run it as-is.\n",
      "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n",
      "Cause: 'arguments' object has no attribute 'posonlyargs'\n",
      "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/liangs/miniconda3/envs/chronos-lite/lib/python3.7/site-packages/keras/optimizer_v2/adam.py:105: UserWarning: The `lr` argument is deprecated, use `learning_rate` instead.\n",
      "  super(Adam, self).__init__(name, **kwargs)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8/8 [==============================] - 51s 543ms/step - loss: 0.8379 - mean_squared_error: 1.1065\n",
      "Epoch 2/20\n",
      "8/8 [==============================] - 4s 552ms/step - loss: 0.7749 - mean_squared_error: 1.0249\n",
      "Epoch 3/20\n",
      "8/8 [==============================] - 4s 549ms/step - loss: 0.7363 - mean_squared_error: 1.0185\n",
      "Epoch 4/20\n",
      "8/8 [==============================] - 5s 564ms/step - loss: 0.7021 - mean_squared_error: 0.9352\n",
      "Epoch 5/20\n",
      "8/8 [==============================] - 4s 560ms/step - loss: 0.6674 - mean_squared_error: 0.8591\n",
      "Epoch 6/20\n",
      "8/8 [==============================] - 4s 546ms/step - loss: 0.6260 - mean_squared_error: 0.8100\n",
      "Epoch 7/20\n",
      "8/8 [==============================] - 4s 557ms/step - loss: 0.5829 - mean_squared_error: 0.7103\n",
      "Epoch 8/20\n",
      "8/8 [==============================] - 5s 570ms/step - loss: 0.5359 - mean_squared_error: 0.6185\n",
      "Epoch 9/20\n",
      "8/8 [==============================] - 5s 576ms/step - loss: 0.4851 - mean_squared_error: 0.5173\n",
      "Epoch 10/20\n",
      "8/8 [==============================] - 5s 564ms/step - loss: 0.4415 - mean_squared_error: 0.4236\n",
      "Epoch 11/20\n",
      "8/8 [==============================] - 5s 568ms/step - loss: 0.4057 - mean_squared_error: 0.3573\n",
      "Epoch 12/20\n",
      "8/8 [==============================] - 4s 540ms/step - loss: 0.3772 - mean_squared_error: 0.3154\n",
      "Epoch 13/20\n",
      "8/8 [==============================] - 4s 549ms/step - loss: 0.3601 - mean_squared_error: 0.2843\n",
      "Epoch 14/20\n",
      "8/8 [==============================] - 5s 540ms/step - loss: 0.3445 - mean_squared_error: 0.2627\n",
      "Epoch 15/20\n",
      "8/8 [==============================] - 4s 551ms/step - loss: 0.3324 - mean_squared_error: 0.2432\n",
      "Epoch 16/20\n",
      "8/8 [==============================] - 4s 550ms/step - loss: 0.3221 - mean_squared_error: 0.2286\n",
      "Epoch 17/20\n",
      "8/8 [==============================] - 4s 551ms/step - loss: 0.3146 - mean_squared_error: 0.2142\n",
      "Epoch 18/20\n",
      "8/8 [==============================] - 4s 548ms/step - loss: 0.3051 - mean_squared_error: 0.2021\n",
      "Epoch 19/20\n",
      "8/8 [==============================] - 4s 557ms/step - loss: 0.2938 - mean_squared_error: 0.1849\n",
      "Epoch 20/20\n",
      "8/8 [==============================] - 4s 551ms/step - loss: 0.2894 - mean_squared_error: 0.1811\n",
      "Fit model took 136.41900658607483s\n",
      "CPU times: user 19min 51s, sys: 59.3 s, total: 20min 50s\n",
      "Wall time: 2min 19s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "hist = mtnet_forecaster.fit(data=(x_train_m, y_train_m), batch_size=1024, epochs=20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use the model for prediction and inverse the scaling of the prediction results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-21T11:45:45.417277Z",
     "start_time": "2020-03-21T11:45:42.619964Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:AutoGraph could not transform <function Model.make_predict_function.<locals>.predict_function at 0x7faa2c66cc20> and will run it as-is.\n",
      "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n",
      "Cause: 'arguments' object has no attribute 'posonlyargs'\n",
      "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n",
      "WARNING: AutoGraph could not transform <function Model.make_predict_function.<locals>.predict_function at 0x7faa2c66cc20> and will run it as-is.\n",
      "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n",
      "Cause: 'arguments' object has no attribute 'posonlyargs'\n",
      "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n"
     ]
    }
   ],
   "source": [
    "y_pred_m = mtnet_forecaster.predict(x_test_m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-21T11:45:45.421167Z",
     "start_time": "2020-03-21T11:45:45.418746Z"
    }
   },
   "outputs": [],
   "source": [
    "y_pred_m_unscale = tsdata_test.unscale_numpy(np.expand_dims(y_pred_m, axis=1))[:, 0, :]\n",
    "y_test_m_unscale = tsdata_test.unscale_numpy(np.expand_dims(y_test_m, axis=1))[:, 0, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-21T11:45:45.522364Z",
     "start_time": "2020-03-21T11:45:45.422429Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sMAPE is [0.20047474 0.21366327]\n",
      "mean_squared error is [1.0533649e+04 9.7030268e+21]\n"
     ]
    }
   ],
   "source": [
    "from bigdl.chronos.metric.forecast_metrics import Evaluator\n",
    "\n",
    "res = Evaluator.evaluate([\"smape\", \"mse\"],\n",
    "                         y_true=y_test_m_unscale,\n",
    "                         y_pred=y_pred_m_unscale)\n",
    "\n",
    "# evaluate with sMAPE\n",
    "print(\"sMAPE is\", res[0])\n",
    "# evaluate with mean_squared_error\n",
    "print(\"mean_squared error is\", res[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "plot actual and prediction values for `AvgRate` KPI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-21T11:45:45.862005Z",
     "start_time": "2020-03-21T11:45:45.523587Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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A4Gtf+xoOOuggzJ8/H1/84hfjfV1yySXYa6+98Pa3vx3Lli0b9zk2bdqEefPmIQxDAMDo6Ch222031Go1/OAHP8BBBx2EBQsW4OSTT44/X5KjjjoKDz30EABg7dq1mDdvHgAp7i+88MK4Td///vcBAK+++iqOOOIILFy4EPvuuy9++9vfTuo6MAzDMAzDMAwzc+mp6soNnH8+8MgjU7vPhQuBb34zdZNly5bhqquuwmGHHYaPfOQj+O53v4sLLrgAgFwK57777sPatWtx0kkn4Ve/+hUGBwfxr//6r/j617+Oz3zmMzjnnHNwzz334A1veANOO+20lsc477zzcOSRR+KWW25BEAQYHh7GpZdeiscffxyPRJ/57rvvxjPPPIMHH3wQQgiccMIJWLJkCQYHB3HDDTfg4Ycfhu/7WLRoEQ444ICG/c+ePRsLFizAvffei6OPPhq33347jjvuOBQKBZx00kk455xzAACf//zncdVVV+FTn/qU0em76qqrMHv2bPzv//4vKpUKDjvsMLzjHe/AzTffjOOOOw6f+9znEARBS+HMMAzDMAzDMAwDsJM77ey222447LDDAABnnXUW7rvvvvhvSrT+4Q9/wJNPPonDDjsMCxcuxLXXXosXX3wRTz31FPbYYw/sueeeICKcddZZLY9xzz334OMf/zgAwHVdzJ49e9w2d999N+6++27sv//+WLRoEZ566ik888wz+O1vf4v3vve9GBgYwFZbbYUTTjih5TFOO+00/PSnPwUA3HDDDXHbH3/8cbz1rW/Ffvvth+uuuw5PPPGE8bm5++678aMf/QgLFy7EwQcfjHXr1uGZZ57BQQcdhB/+8Ie4+OKL8dhjj2FoaMh4nwzDMAzDTC1PPgkI0elWzCyeew6oVDrdCoaZOfSuk6txXNtFcyXg5P8HBwcByLVfjz32WFx//fUN2z7yyCNTVklYCIGLLroI5557bsPr3/zmN42OccIJJ+Ciiy7C+vXrsXTpUrztbW8DAJx99tn47//+byxYsADXXHMNFi9ePO69nufFoc7JpX+EEPj2t7+N4447btx7lixZgjvuuAMf+MAHcOGFF+KDH/ygzcdlGIZhGGYKuOEG4IwzgJtvBt773k63ZmZQrQLz5wNf+xrwiU90ujUMMzNgJ3eaeemll3D//fcDAK6//nocfvjh47Y55JBD8Lvf/Q7PPvssAJnz+vTTT2PvvffG8uXL8dxzz8Xvb8UxxxyDK664AoDMc928eTOGhoawZcuWeJvjjjsOV199dZzru3LlSqxevRpHHHEEbrnlFoyNjWHLli24/fbbWx5j1qxZeMtb3oJPf/rTOP744+G6LgBgy5Yt2GmnnVCr1XDddde1fO+8efOwdOlSAMBNN93U0KYrrrgCtVoNAPD0009jZGQEL774Irbffnucc845+OhHP4o//vGPLffLMAzDMEx7UQsljI11th0ziUoFGB0FVq/udEsYZubAIneaedOb3oRrr70W8+fPx/r16+Ow4iRz587FNddcgzPOOAPz58/HIYccgqeeegqlUglXXnkl/vqv/xqHH344dt9995bH+Pd//3f85je/wX777YcDDjgATzzxBLbddlscdthh2HfffXHhhRfiHe94B97//vfj0EMPxX777YdTTjkFW7ZswaJFi3Daaadh4cKFOPnkk/HWt751ws9y2mmn4cc//nFDbvBXvvIVHHzwwTj22GOx9957t3zfBRdcgCuuuAJ/+Zd/ibVr18av/83f/A3e/OY3Y9GiRdh3331x7rnnwvd9LF68GAsXLsT++++Pn//85/j0pz9teroZhmEYhpkiymUgmqNGodDZtswk1KIaieA2hmEmCYkZmlRx4IEHClXBV/HnP/8Zb3rTmzrUIlld+fjjj8fjjz/esTbMVDp9bRmGYRhmpnPffYCa+/7JT2TYMjN51q4F5s6VNVG/8Y1Ot4ZhugsiWiqEOLD5dXZyGYZhGIZhGC2J4Cv4fufaMdNQ55KdXIaZOljkTiPz5s3rGRd3/XogSq1lWhAEssDEl78MbNzY6dYwDMMwjJ716+u/s8idOljkMszU07vVlZm2Ua0Czz8PDA0Be+3V6dbkk8ceAz7zGfn73nsD73tfZ9vDMAzDMDpY5LYHdS55CSGGmTrYyWWmnGpV/lSFFJjxJApd80CBYRiG6QpY5LYHLjzFMFMPi1wmlVoNeOUVu0XflcgtFtvTppnA6Gj992jJYIZhGIbJNevWAdGKgSxypxAOV2aYqYdFLpPKxo1S5NqE0KhcXBa5EzMyUv+dRS7DMAzTDaxfD+ywg/ydRe7UwSKXYaYeFrk5ZvHixfj9738/qX3MmjVrUu9XITTbbWe+H+XkqtleZjzs5DIMwzDdxvr1wPbby99Z5E4dnJPLMFMPi9wcMxUid7JkyatVIpeZGHZyGYZhmG6DRW57YCfXjEoFOPts4KWXOt0SphtgkTvNnHjiiTjggAOwzz774Morr4xfv+uuu7Bo0SIsWLAAxxxzDF544QV873vfwze+8Q0sXLgQv/3tb3H22Wfjpptuit+jXNrh4WEcc8wxWLRoEfbbbz/ceuutqW34h3/4B3z3u9+N/3/xxRfj8ssvb7mfZpG7ePFiHH/88fH/P/nJT+Kaa64BACxduhRHHnkkTjjhAHzqU8dh1apXAQDf+ta38OY3vxnz58/H6aefnum8zTTYyWUYhmG6DRa57YELT5lxzz3AtdcCH/tYp1vCdAM9u4TQ+ecDjzwytftcuBD45jfTt7n66qsxZ84cjI2N4aCDDsLJJ5+MMAxxzjnnYMmSJdhjjz2wfv16zJkzBx/72Mcwa9YsXHDBBQCAq666quU+S6USbrnlFmy11VZYu3YtDjnkEJxwwgkgopbbn3766Tj//PPxiU98AgBw44034q677mq5n//5nxMAkLbwVK1Ww6c+9SnceuuteOWVubjjjp/isss+h5/+9GpceumlWL58Ofr6+rCRF4UFwE4uwzAM032sWwfMnSt/Z5E7dXC4shkDA/Ln5s2dbQfTHfSsyO0U3/rWt3DLLbcAAF5++WU888wzWLNmDY444gjsscceAIA5c+ZY7VMIgX/8x3/EkiVL4DgOVq5ciddeew077rhjy+33339/rF69Gq+88grWrFmDbbbZBq973etQq9Va7qdYbL2fJMuWLcPjjz+OY489FqOjQBgG2HnnnQAA8+fPx5lnnokTTzwRJ554otVnm6mwk8swDMN0E5WKnKDddlvA81jkTiUcrmyGGi8ll2FkmInoWZGrc1zbweLFi/GrX/0K999/PwYGBnDUUUehXC5DCDGh65rE8zyE0TdcCIFqlPx63XXXYc2aNVi6dCkKhQLmzZuHsqanPOWUU3DTTTdh1apVcQhxq/2MjZUbqiQn2wAgPo4QAvvssw+WLLkfjz4q/6YqMN5xxx1YsmQJbrvtNnzlK1/BE088Ac/r2VsPQKOTy+sJMwzDMHlnwwb5c84cFrlTDYtcM9TYaXi4s+1gugPOyZ1GNm3ahG222QYDAwN46qmn8Ic//AEAcOihh+Lee+/F8uXLAQDro9XWh4aGsCUxXTVv3jwsXboUAHDrrbeiFq3Vs2nTJmy//fYoFAr4zW9+gxdffFHbltNPPx033HADbrrpJpxyyikT7qdZgO2+++548sknUalUsGnTJvz6178GAOy1115Ys2YN7r//fgCA79ewbNkTCMMQL7/8Mo4++mhcdtll2LhxI4a5d8LoaH2JJXZyGYZhmLwTDU1Y5LYBFrlmqCg4dnIZE3rbTptm3vnOd+J73/se5s+fj7322guHHHIIAGDu3Lm48sorcdJJJyEMQ2y//fb45S9/iXe/+9045ZRTcOutt+Lb3/42zjnnHLznPe/BW97yFhxzzDEYHBwEAJx55pl497vfjQMPPBALFy7E3nvvPWEbXnlFVj/eZ599sGXLFuyyyy7YaaedJtxPs8jdbbfd8L73vQ/z58/Hnnvuif333x8AUCwWcdNNN+GTnzwPq1dvgu/7OPfc83HkkW/EWWedhU2bNkEIgb//+7/H1ltv3Yaz212MjABDQzK/iUUuwzAMk3eUyN1mGxa5U40aa3FObjoschkbWOROI319fbjzzjtb/u1d73oX3vWudzW89sY3vhF/+tOfGl5T7i8AfPWrXwUAbLfddrGD2kyzazoyUu9EH3vssYa/tdrPww/LzveRR+r7ueyyy3DZZZeNO9bChQvxy18uwRNPyP/PnQsUCsB9993Xsm29zMgIMGsWi1yGYRimO1Bjh1KJRe5Uo86l78t/PZ7RNSFK5LLjzZjA4co9iK5ScnI7Nbtomjdquu9eZ3RUOrkAi1yGYRgm/6hxgOtKERZlTBlRq/H4II3khAG7uROTLNoZlaVhmAlpm8gloquJaDURPZ54bQ4R/ZKInol+bpP420VE9CwRLSOi4xKvH0BEj0V/+xaZVGhiJkQI8wdNUnxlEbn8QJsYFa4MsMhlGIZh8o96VjmOvZNbLAKnntqeds0EWOSakSzauWZN59rBdAftdHKvAfDOptc+C+DXQog9Afw6+j+I6M0ATgewT/Se7xKRG73nCgB/C2DP6F/zPhkLbERuUtiailwWbGaMjspwZYDPGcMwDJN/mp1cU5E7NiZ//vzn7WnXTCB5LjkUd2KSTu5rr3WuHUx30DaRK4RYAmB908vvAXBt9Pu1AE5MvH6DEKIihFgO4FkAbyGinQBsJYS4XwghAPwo8Z6s7ZrM22cEpqJKdbrFovnDrBNObjdeU3ZyGYZhmG5CPatsRe6zz8qfnGc6MSxyzWgQua/w+otMOtOdk7uDEOJVAIh+bh+9vguAlxPbrYhe2yX6vfn1TJRKJaxbt64rRdFUkcXJLbo+whAQVX0CznSfWiEE1q1bh1KpNL0HniTs5DIMwzDdhBoTOI4sKmkqcpctkz9f//r2tGsmkIyWY5E7MUmRu/ZXj3SuIUxXkJd5tVZ5tiLl9dY7IfpbyNBmvO51rxv391133RUrVqzAmh4O5F+1SuZ7/PnP+m3HxoC1a4Exp4yRsIQnHyvDGUgXk6Oj8j3q/dPRWZdKJey6667tP9AUwk4uwzAM001kDVdWIvcv/qI97ZoJcE6uGaOjQF8xRKXqoLZpVP8GpqeZbpH7GhHtJIR4NQpFXh29vgLAbontdgXwSvT6ri1eb4kQ4koAVwLAgQceOE4MFwoF7LHHHpP7BF3Ohz8MPPCAfFg5Gh//Jz8BzjwTuGjna/HVVz6E525cir849U2p77nxRuC00+TvZ5wh92GC70sXuFAw277bYSeXYRiG6Sayhis//bT82bfuFQA7t6Vt3Q6HK5sxOgoMDUqRG/i9G5XJmDHd4cq3AfhQ9PuHANyaeP10Iuojoj0gC0w9GIU0byGiQ6Kqyh9MvIfJgOpITUr/q8W2twvlXETF6de+R5V0d13zYlUAsMcewNZbm2/fzdRq8l8WkbtsGfDKhNM8DMMwDNMekuHKWZzc4MGH2tOwGQCLXDNGRoChAXkjsshldLTNySWi6wEcBWA7IloB4IsALgVwIxF9FMBLAE4FACHEE0R0I4AnAfgA/k4IoSTSxyErNfcDuDP6x2REPaSqVaCvL31bJb76asMAAL+m71BUmE1/v514W7FCv81MQeWUDA7KwYLNedp7b/mzh9PKGYZhmA6QNVx5+XKZfebnJkMuf3C4shmjo8BQvw+gD2HAAyEmnbb1OEKIMyb40zETbH8JgEtavP4QgH2nsGk9jXpIVSr1nNCJUOKrWJGWblDTq7GsIreXUOu8DQzYi1yG6RTf+Y6MtjjrrE63hGGYTpA1XHlkWIrcAK52216FC0+ZURe57OQyeqY7XJnpMEknV4d6oBUqkZNb1asxtd/+frtw5V5CidwsTi7DdIr//E/gRz/qdCsYhukUWcKVhQDGyrKGKDu5E8PhymawyGVsYJHbY9iI3HgJoShcmZ3cqUGFK7OTy3QT1Wrj8g0Mw/QWWcKVazUgDKXIDVxNjlQPwyLXjNFRYKhPFpVhI4XRwSK3x0iGK+uIw5UhFTE7uVODOvd9fXYil/NwmU5SrdajEBiG6T2yhCuPjdV/9z0WuRPBOblmjIwAQ6VI5AIkkxQAACAASURBVLKTy2hgkdtjqI7UJlxZiVxTJ9dxgGKRHcqJSA4UbEQuz+6asX49T7C0g0qFnVyG6WWyhCs3iFx2cieEnVwzRkeBrUpyFoCf84wOFrk9RqacXMhZM1MnVzmU3AG1JjlQsBG5LDD0hCGw7bZyjWZTnnkG+OMf29emmQI7uQzT22QJV06K3IAK7WnYDIALT+nxffkcGipGxgs7uYwGFrk9xmTClU06lEpFuriuay7eek0Mq/NiK3KTgwWmNavlks742c/MK39+/vPAhz/cvjbNFDgnl2F6m0mHKwseck6E78uxE9A+kfvKK8Cll3Zv6pO6l2YV2MllzOAep8dot5Nbqdg7ub02a5k1XJkFhp6VK+u/32m4ovbwMLBxY3vaM5NgJ5dhepvJhCu78BFEBaiY8SRFbrvE2wc/CFx0EfDII+3Zf7tRYyAlcnmdXEYHi9weI4vItXFyq1V7J7fXHMqsTi6LXD1JkXvf/9ts9B4Wb2ZUq/KfqUPOMMzMYjLhyrMwDF/wOrkT4ftAoSDPbbtErorg22z2aMwdagw06JbhIGAnl9HCIrfHsAlXVtvGTm7NLFzZ1sntNfHWLHJNz1OvTQZkYcWK+u/+tdcZvadSYZGrIwzrA1rT7+vwMPD44+1rE8Mw00v87Apq8B57GL5BMUr13BrCFgQhDzknwvflxEE7Re6sWfJntz7v1LOn36nAZZHLGMA9TpfzhS/YFc3JUl1ZiVxTJ7evj53cNNjJbR8rVwKuKzALWxCMma3DUK3KkHl+YE5Msr8wHSD97d8C++0HbNrUnjYxTBrf+x5ABGzY0OmWzBxiJ/fH18J75H/hbxzWvicpcjknd2KCoO6Qt+tZNDgofw7rL1suqcmhKIqosshljOAep4sJAuArXwEOOMDuPYC5yHUcAQ9SGZs6ucUi4NQqCHwz9dbLItdmMkCJ3L4C9+wTsXIlsOMOAkVUEcAsNE59F7p1dns6SPYXppMty5bJn48+OvXtYRgd3/++/Ll8eWfbMZOIRe7qV+HBh2/gzKqaG7MwjIBF7oQkndx2pYQokdutzzo1VqLAZ5HLGME9ThdjIlSbsa2u7FBd5JpWV+4rBHAW/xrhCy8ZtamXRW6W6sol9FilLgtWrgR23SmUD0AWuVNGFid3333lT16eiekEpZL82WuFDdtJ/OzasE6KXHja92TJyb3lFuAzn8nayu5kOsKVu13kqqrQThiJXMOxE9O7sMjtYlTohg3WTi4JuJBvMnFyq1Wg6MgOKNxgVt2ARa7Z+2In18lw4XuElSuBXXaoRSJXPwAD6hM+3frgnw6yOLlz5sifLHKZTsAid+qJndz1a4yd3KTINXVyf/EL4JprMjayS5lOkbtlS3v2327isZMSuQFX62bSYZHbxUzGybURudZOrhfAQYiAzERGr+WaTtbJZZE7MStXArvMjfJ1DO8/dnL1JCM/TM+TOq9Ll059exhGhxK5vTaJ2k6CQOY504b18OCjFhiI3FE5bhjCFiPnF5B9R5ZJ/G5Gidx25uSqJYq6tU5CsvCZg5CXEGK0sMjtYmwfAmFYD/ewCVfO7OSSWWhSrw1CkmsNZnFyS5RhdqMHqNXk0ghzt4pErlMwep8SY91ajGM6yOLkqvc89VS2CTmGmQwscqceWacDwPr15k7uiHzg2Ti5tVrviVxZeErAXbsK/lPPtO0YQPeL3Dgnl9ddZjSwyO1ibB8CydlBk0FnEDQ5uQazi5UK0Ec1Kyc3OQgxFXzdzGTDlYvUY09/Q9R59EQUruywkztVZMnJVe8JQ7NJNYaZSpTI5cmrqUNVAI5FbuDEE+cTMTYcghBiwCmzk5uC7wOeK+AGVQQb2xNPrApadavIjXNygxrn5DJGsMjtYmzdEVuRG4aAS2HdyTWo+FetAn1ONXJyzW6vpMjthWp5Soy5rmW48ojc0KHe6dmDALjrLmgHUkBjKJOLAD4VjY4R5+Qu4bjaiZiMkwv0xveayRcscqeeZpEL6J9fY6Mh+jEGzyNZDNCgM+9FJzcWuQgQ2FRXvuIK4EtfMj4G0L0it/kZzzm5jA4WuV1M8iFgIgKSA80s4cqmOblFVDM7ue0qnZ8nMju5W4Lo/b3TsV9+OfCudwG3367fdtwD0NbJveqGjK2c+UzGyQV6I0KDyRdK5HZrkZ080hyuDOif2WMjAv0Yg1twpJNroF6rVTmm6aXJMd8HPCeUDrnhOOjoo4E3XvBu4OabjY8BzCCR20NjISYbLHK7mOQg0iTvKIuTmwxXNul4KxWgT1Skk2t4eyWdoV54qE1W5Aaidzr2l6JVqF58Ub9tvfJizbjwlBD1MddwrS9jK2c+yUkxdnKZbsCNSkKwyJ06VN4oABQgO06tyFVObiFycg1Ertqkl9xcKXIjJ9ewoNLixcAzo7sauwMzJyeXw5UZM1jkdjHJB8DGjfrtM4lchFZObrUKFEVZOrmG+Te9Gq5sXV05ClcOe0jk9kW60zTyAEjM8hqI3OR3aMRnkTsRWZzc5DVjJ5eZbtS4n8OVp44wBFxHjgOMndzRyMktugjgQVTNRW4vFawLAsB1ojXeLcdBomYmcrvdyR2Xk8vhyowGFrldTHKAvmGDfvus4cqeJzsS36BDqVSAvrDMObkpZHZyWeSmEp9X31zkNiyNE7DInYjJhiv3wvc6yQMPAK+91ulW9Dbq+chO7tQRBHLiG7ARuZBOblE+t8KyXrmqvqP3nFwZrmyVkwtgbWXI+BhA94rc5md8yCsIMRpY5HYxyUGkiZObfBgZV1dGCLcgbxNTJ7cvHJNOruFyAZyTa/Y+td6g6XmdCdiI3HhppqAmBwoGIrdBvAWlDC3sDXq58FQYAtdea+4qnXcecMghwBe+YLb9Aw8AP/xh9vYxrVHPEha5U0cQyGKUgIXIHUPk5Mr+2B/jcOVWKJHrIjAyFJKsrGxnfAxAfie6MbqmeZ1czslldPTOaHkGMj3hyiIWubqONwxlm4rBWDTLZtYBcU6u2ftGIwetF51c0/sVAJygauzkJvc7HPRnaGFv0OB491jhqeuvB84+G/ja18y2v+46+dPULTnkEOAjHzErHsiYE+fac7jylJEpXLkcObl9Mkk6qOhnsnvZyc2Sa7qyOtf4GIDsa7px8mf8OrksYZh0+A7pYpKDyHaFK7sUgIoFOAbFEFR7+oIROAiNxRiHK5u9bzQ6T70ocm3ClV2Vr2OQE97g5IYscidCnaf+/t5zcl99Vf5cv95sezWQtBX2Jn04Yw47uVNPEMgUJsDGyaU4JxcA/LJe5Pask0tBplzTFbUdjLZL9sObN1sdIhfEObl+lasrM0awyO1ipsvJhedFZe3TOxS1z2JtNAol4XDlVsRhtbbhymPy/PdSuDJFt1y5rN+2nq+jnFxX+54Gh5JF7oSo7/bWW/eek6vuvT7DlG3Vh5lMzCT3+8ILVs1iNHBO7tQjiyPZOrnU6OSWzZYQAnpL5AYB4CJaQshQ5Krn40rfTOQmr1U3nlteQoixpXdGyzOQaRG5FAKFglHFPzWoK9ZGoiWE2MltRYOTO7IZoWFs0kgkck2XZpoJqHvcrvBUJHKhF7mNTu5Ahhb2Buo8zZplPjiqVuvLuHTz91rdeyXDlG31WU1F7i67yJ/Ll9u1i0mHw5WnnkzhypXIye2LcnLZyW2JDFcOjMOVfb/ubK4M7EVuN/bJ40RuD0W1MdnondHyDKQhn9DgQZ6pujKkyPVIXwxBdaCF6oiVk5t0hrqx47UlDqtd8SKcx/+EcPU6o/et3VyU7++hjn1SItfA8W74DmGwuy3HNpIMVzb9jlarcnugu0+ruvfa5eTuuqv8yU7u1MLhylNPpnDlsiOd3JIUuZyT25qGcGUDhzJpDqwMdjQ+Rqvfu4U4J7dW5Zxcxgi+Q7qY5APAZODZUF352Re128ci1/OMnNxYZFTHrJzcZG5IL4lcZ3izzF2u6T/0yAiwZawAAAiE3qGcKUxG5PoGD0A1mPJQwwgGe+MGzIA6//0bViJ4aaXRe6rVuvvZzafVRuQKYe/kDg7KnyxypxZ2cqceWV3ZTuSWq4QSynUnt6LvDHrWyaVArgxgKXJXh3aFp4Du7JPr6+RW2clljGCR28UkXSiTWbmGcOU1+tKf8Zp4hk6u2r9bHrVaQmjz5vpArxtnF22pTwaUpcg1WOxNrbm5FTYZTx7MBNQgJ/lAn4gsTq4SItvQJilye2lUZUHs5G58FcE6swpJSSe3GwdUijgNo6jfNulYmy45pG45FrlTi3qWlMu98VyZDmS4st0SQjXfQQE1eP3RJC07uS3xfcBDYDxBmywAWINnVJ492Q9343di/Dq5vTMWYrLBIreLsXVy1TaEEJWwoN0+DAFHJHJyNSGHcRhuZdSqA9q8GdgmXNvQxpnMOJFr8JlXrZI/d8YrCHuo8JR6EJu4MeNEroWTO4uGUUOhO5/804DKry2KinGxj6STOxPClU1Erm1KCMAit10kn48csjw1ZAlXDgXgIoBbkmOOXnFyR0bk+tqmS4P5fnSeMoQrB3CNOtlud3KTz3iblDimd+E7pItRDwDXtXNyB5yysch1KUg4uem3S1w1uDImOyCDwj9CSJE7Z2xlwz5mMnFHXavI82QpcoMe+trahBxOJid3UIz0nMgVAvjSl4CXXtJvW61KkeeGvvHAYqY5uSaD1eTtYytyVz3ThWt65JikQDKtCM6kI8OV7ZxclfZk6uQKMTNE7he+INfXvvNOs+2DAPDIfP1X5eQOYAQ+PKNn14zJyfVrxs94prfhO6SLsS0Go7YZdMbsnFzPg0t6MRY7ueURYyd3ZES+bw7WN7RxJpN0cl0ERuHKDU5uD31tM4ncWsU4X6cucoflQKGbR1WW/OlPwMUXA2eeqd+2LnJrRuc1COS/mVR4yqaPTb5Ph7rl/EoXn6QcYutaCQF8/vPAyy+3r03djpz4tnNyg5DgIDR2chtqhxiG/OcR9cwyjdCQ4cq+zMk16GOVkzuELdJQMBS5atmhvIy17r8feN/7zJ4R49bJ5XBlRkPvjJZnIGpw1N9v5+QO0hjKQl9FRc7AJpxczexi7OQiiJxcT3sMVXRqG8g8v26cXbQlFmOR423Sua9aJZdz2hGrelLkmjgxdSe3Eg0UzNfJHUT3hyuvXg387nfm26sQTpP7r1KJRK6oGYXSqes2kwpP2Rb3sxW5vRShMR0k56tMvtYrVgCXXALcfnv72tTtyHDlyMmNlhLShysTXATwBmS8v07kJoVtN885zo1qQa1da7Z9Q06uwbNLObk2IjcI6gX08vKoO/VU4Gc/A1Ya1DPMEq3F9DZ8h3QxyYGkzQBskEZQRknbyzXk5FKozcmNC09FHTWgD/FrFrndPBg2ZXzhKf17Vq0C5vYPo4CaURh4nnn6afMQLhsnN55kqWUIV0Z3hysvWQLssANw+OHmgyo1caCKvqXR6OSan9dec3LV7eM49iK3lyavpgNbJ9emknuv0lBduSjvV72T60gn1zBcOSlsu1nkzpkjf9qJ3JpxuHLSyTWNQvL9usjNy1hru+3kT1VcMw0WuYwtfId0MaoYTMFwbK46tVliWIpczdM8dnI9Dx6F2pzcuANCKKsyQ9+R9qLIjcWYpcjdsT9acghOV6uGvfYC/uqvzLZNilzdhMn4cGVzMTaA0a4OV166tP57supmGrYit6/PXuTOBCe3XJY/rVJCBs3Fkuq7Td2YXuW004CjjzbfvlYDvCiYiEXu1BCGCSfXQOSqPrvBya2mP7sanNyvfTN7Y3OCjch1RbSEkEEfm8XJ9f16n5yXrkY53jZObj0nt7sn/Jn2o48nZXJLrRa5K67lAEwMo4ISRHk9KGWEGwTNTq7hEkII4LgEBHotpkRur+bkWonc0sZo/WFHPqFMyr3mDNNKk4pYAARy8Kke0K2Ic8JrMtfZJPxzpji5tpXWgfogycrJDWoIyN7J7ebvdRYnd2AAWLPGbP/1cGVXnjiPH8utuPFGu+1rNdlfDA/biVw1qcGMp6HwVEGOB9K6zHoKUwh3QHbeQTX9YjQ4uY89lb2xHUb1gab9QBAAnqgZhyuPc3J9/exMnp3cFSv02zbn5PISQowOdnK7mGpVurieWWG9hMiVyXiVTelP8zAEXPgyJ9fR5+TGIgMBXM9peG0iejkn162MGovc114DdihugIMQAg6En5MnlCV//rPd9jYVUrM4ufWc3N4Tuep8Dgzot61WgWJBwDV0GZqd3C4OPIg/i1UF+wH5mU3e0yBy2UbUYrMki82AnkWungaRGzm5acEvyTGBNygvhpWTq4keyzM2IleISOTCN56gVSJ3FoatnNy8idzZs+VPq5xctTIFSxhGA98hXUytJkWutZMbSGVZ3pxeulDm5AZRdWVh7OQ6COEU3IbXJqIXw5XjkJtqJRK5ZlWASxiLw8DDaneKsSVL7LZPDqB0ebnNVat9oXfEkk6ugIOw0p3hylmWhrAJV65UgGIhtA4D72UnN/neNOo5uS5EmUWuDhuH3CZcnsOV9cgUJvOc3EYnV6orKyd3Bohck1xTdZ6UkxtAP6hLhiubLiGUx8JT6nrbilzOyWVM4Duki1Hhyp5nKXIhR7flTQY5uVG4srWTW7BzcnstXJkIoEoUrmzgTAQB4AR+XNCrW0Wuyh0t6FewApBR5KoHoGW4MgDUyt15A2ZxclV1ZWMn1wutz2uvFZ5K5uQm35tG8tqFY6ywdJgu8WObf8hOrp4GJ7dPTmSnndtknY5MObmhY5/j0iYuvRT4wAfMt0+KXN39p/7uiarMyYWrrQ+RdQmhvNVJUH2kSbhybBAgrE8GMEwKLHK7GBWu7BrWK4mrKyuRuyW9E42d3ELB3sktShct8NMfUJs2yZ+95uQ6DoCyeU5uGAJOUKsX9NJUqFSsXQvcd98kGjvFqNln0+s8GSfXpChFtQo4jkAJcmRrInKfego46SRg/XrtptNGFpGrJphMqFaBvgxOrs2AanQUOPlk4KWXzNs1HajBZBYn12Sdz4ZrN9bFC4NOE6YiN6uTyyJ3YqTIlSfTK8lnvInIdR0Rbx/U0h94DU5ujlJI/vAH4J57zLdX330h9G6u+ohuKCeyfXjazmN0FCh6AYqo2lVXLgQNx+w06mOaOLlxTi5CuE6U4tHNM6hM22GR28WocOXMTq6pyPU8eE4IXzO4bVhCKAplCmvpDdu8Gegv+rHIyEvH205ikVsxD1cOQ8AJa9bhynvsAbz1rZNp7dSiZm3D0OzZlLwfdIIhi5Mrw3AFPMgD+WX9eb3tNuCWW4CPf1y76bQxGZFr8p2rVoGiGxoXRYmd3GJg3KannwZuvjlfkzKAncidrJPLIndiVO6enciVo2IOV54aZLiyuZMbT3y7BLcvEsU2Ti4Kual4PzZmN7GZ/By6Csvx2ClMhCtrHnhjY8BAIbG9aU7uptXymKvXabefDpJOrvEKCgjhelyRntHDIreLiSueGn7P4yWEIC0xKyfXCbVrtzUsIVSIZm3L6cfYvBnYqlSNw3B70sk1iMYKQ8AN6udJN3kAABs21N3PvJzX5HPbdODpOPXf06iL3LJxKJNyKAuQO69V9MpbCZgbbzTPD2w3yXNj+sxXItfkOkiRG1idVwAoPf4QABjlOqv3mC6BNF3YRB/ETm6/vI9MRW4R8sObiNzly4GjjgL+9Cf9vmcStiLX94G+YTmQD9Zv0m7PTq6erOHKroPsTm6ORG65bN4/JZ912rWElcgVvrHIHR0F+j0/Cm/2IGqGOblRX+OP5GM2R33MkRGL4pII4bpklLvM9DYscruYSTu5I+lvkksIqerKtk6ufADqHMfNm4GtipW6yNWEN88ExocrGzq5luHKN9xQ/z0vA7fkoN80T06FfhqLXIt8HZVrqkSuX9F/kZLn8vnntZtPC8lzaevkmorcgpMQuZop99jJLUdpCKP6AVUeRW6tlqh+bNPHLr4DgF7kChGJMZIb6iYFAeDhh4F77wUWLLALOe921D1uInJVpEhJSBs+2KwZPYNFrglyxQXZ0Rb6LApPeQ5cL1pyqGbWdwD5E7mAuZvbMKGruf/iyYBA5uSahB9LJzcx8W0Q3eX7QMmNJtQMU57aTbKPNI3WIgi4HrGTy2hhkdvFJNfJtVpCSInc4fQ3haGcWZROrjB2cl0EcPosnNzCaBwuqpvlnQmMC1c2dHIdPxGu7OvP0xNP1H9XD+hOk8XJNc1vbBC5JIzFWNEL4/vPJCc3OQhel4+Ir7aHKwdBtAyIKoqiOYgauPSTPFnd6uQm22Ll5G6RIYE6kav2WUIkcg2c3GQ7HnlE36a8IoRdTSF1j5uIXHUdSo58k8mAnsOV9QSBXbhyPCZw68s/d6uTq/qCLCLXfzE94TR+doWWTq5brY+dNFWrATWhFk3oGqTmTAc2E98NObkeIYTDIpdJhUVuF5MsPNUOJ7cxJ1cYO7kOQrhR4SkTJ3fIHY1nI02ctG4nCJrDlU1zcn24BTOHHGgcoOdR5LbTyfVcYSzGkk6uSbhy3kVuO8KVVV8QD8A0FyMOV45y7U0cymTYWl5IfoesivuF8uTqBJM6jfF5MhC5tt+hPFKpyD7wkkvM36POlckkSHxeI9fKZEDPTq4eNdkF17VbQsgluFFgjY2TW0UxNyJXPUNN+/yG76nm/ovPU2CZk+tWrMZOvg/0OZGTayCKpwObie+GlDjP4XBlRguL3C4mGa6cpbry2LCByA2DupOrEbkNTq6qrqyZQa9WgT5Rrocr94iT67qwF7nCh+PJa2DygEoOBvMycLMNV/Z9YKAvclk3pY9uG4tSEAKDtQOrVaDPC+qFpzRFUYD8i9x2hCvLMEXfWuTaOLk2Ima6sHVy44lE31bkRmG1Bo5jFpH7ta/ly/VV36F/+ifz96jPbbMcUMkxD82MRe7a4XzNtOSIMIyqK7suvEIUfmzi5HrU9U7uZMKVdSI3Pk9hDR58uWZ7WS9y+yiDkwvziZ/pwGZMMP4Zz+HKTDoscruYZOGpTE7uaPrDJgwFHEiR67mhtqpqg5PbZ+bkNhdUCgwKKnU74wtP6UVuEMgJByVyTQpPzRgnN5DVs2rPp68t03D/Rbeq7jypgko2Tu7YGLD11vIa9orIlfn5k3ByLcRbN4vcOFxZyHvWVOT2CfNw5Swi9zOfAfbf32zb6SCL+aLOlc2ErhrQW4UrP/0CcN119g3sAeJwZUuR2+DkaupuzMicXM39F5+nyMkF9NEvYQh4UaEqwExIC5HI/8+Jk5vsI02dXIKAW+DCU4weFrldjK2TO07kjmlEbiDkA83z5JpkNk6uocgNAsDxk7ORveHkNubkmju5bjSwsBW5eXFyM4ncYiRAx/SRB0B9eQHALJKg4NiHKw8MANtskx+RmzyXJudVCLucXJmfr0SumUMOAP0ZHMpuFrlqmwHIN1o7uRZh3YBdv58nbM0XIewKgMXn1WJAr9pURgnYssWugT2CDFeWItct2BSeSjq56SI3706uTbhyyTMraNgcrgzoJ7ySE4+A3iFvzv/3c1J4Sq5VL3+3zcllJ5fRwSK3i0kWnrIZgMVLCI2mP2wCP5q1zeDkOsWCfE0zuAiC+gLogFm4aLeTxckNQ3me4qWZDMOV1cMjL05upurKBTMBmpxkiSt5agYXKvzONly5vx/Ydtv8iFxbJ3d0tH6+bHNyAX34cSxyxajR9sn35EnkqiW4AEsn11rk2ucuJ99v0qY8Ydsm20mcupMbiVybcGWU9FXuZhBhaO5OyrQFGa5MngsXvmHhKfucXAdBbkRuENTbZePk9hei54rBcwhQ6+SaraAgJx5r9WeX5hjjvxP5mP2qVOp1N2xycuMlhPLYwTG5oSMil4j+noieIKLHieh6IioR0Rwi+iURPRP93Cax/UVE9CwRLSOi4zrR5jyiCk9lXkJI4+7JcOUwysnVO7kNSwiVpMg1CldOhNzkJYSmndiK3Hj2MpGTa+rkzpkjf8+Tk9vXJ383FrmeHF3UDAcK6gEI6O+nMJTbx06uocgtlfIncotF+btJX5BcesY4XDkxGaUTY+OcXIPvdR4LTyXbkqWP1WmlcSK3DTm5OdAI40ieSxtnFrDMyY1ywk3uvzhcGX09JXIvv1z2ZW97m35bGa4si1HC8+RyN4ZLCMVOruZSqOswgNHciNzkJLGNyFXPLlOR6wRVeMVogtYg/NgJ68s16pzcWOSK6DuRk9SwpMi1ysnlcGXGgGkXuUS0C4DzABwohNgXgAvgdACfBfBrIcSeAH4d/R9E9Obo7/sAeCeA7xKRfgHMHkCFK2deQkgncgMhB7WeB88NLcOVIydXM2gbF3JjsDROt2MbrlxfXsD8gQZIkbvttvL3PDm5prO2gLzH+91IgJbNnFz1AATMIgkaRG5Fv6bJ2Fg+RW6pJH83Oa/J775xuDISItcgDBxIOLlVdnJbEefkwnyd3JkgcpPtXr1av32WpceA+iSLSWhmg5Obx5PWJlaskD9/8xv9tsnqyiYiN1l4KnZyNddPXeu8ilybcGUlck0mWwHACfy4nomuL1BjJ0+NCTTHaBa5vkFqznRQrdo7uWqd3JCdXEZDp8KVPQD9ROQBGADwCoD3ALg2+vu1AE6Mfn8PgBuEEBUhxHIAzwJ4yzS3N5eowlOmTm7zAEzv5NbDlV0X8IWXun1D4R/l5GpmC4OgKeSmarFwYpfS7OSaTh44oQ9HLSFk6OTmTeQmH2jG1ZVdKQBMw5VVvg5g6OSK+jq5ulA6oNHJXbtWu/m0kBS5JufVVjRkdXJLgZxQMwmNy7PIHRzM5uTqRG68nmsbndzkNjbr0raT5LlUIisNWyc3HtCHysnVD+h7NVw5eY+GmtOUDFeWIjewd3I1109dh0GMSJGbAxGT2cl1Vf6rYU6uX42XXzQpPOXCjye+dak26hh9IoquyclKFjZObnNOMcWkHQAAIABJREFULmC2nCLTu0y7yBVCrATwbwBeAvAqgE1CiLsB7CCEeDXa5lUA20dv2QVAcvn3FdFr4yCivyWih4jooTVr1rTrI+SGrE6uhwB9KKNc0TiIgUjk5AoEmtsli5NbD1eO8lBy0vG2k3HhyobnNYvIzWO4so3IrdWAAVc2vqpxWRtFrtlSSyontx6ubCdy8+Lk+r6dk2srcm3TCtT++0I5oDIZiORZ5M6ebSeuMufkWopcE5MruU1eQsGT59JE5KrP7Dkh/C36GyQ+r8I8XD6u3oyCkaM+U7CJ6pDuYTg5J1dzDHWtY5GbMyfXKifXsQtXdoMqvL7ImTUYOzkiiKtcmzq5xbACQpiL+ieqoFyWcGXHM3Owmd6mE+HK20C6s3sA2BnAIBGdlfaWFq+1HIkKIa4UQhwohDhw7ty5k29szlF5eLY5uW6pgBJVUK7qw2ST1ZWtnNx+cyfXCQO4/TKhsKdEbkUu5G4crowgrmjZjeHKQshB/+Cg/L+xyHUyOLmG50k5ubYiVxWeGhvLx7m1DVfOInIbnFzNAMz3Zb/k+ubVbfOck7vVVnbRMqZObrPItZkMSB7P5BgAkJe532S7X3554u0UcfgxjcEvm1dKVpMsNiIXACrlnFje00BS5Oru8fHhyjWzJYQy5OTmUeTOnm1eeFs6uVFosEZQNiwhFEXBmbi/jgiNnVx1nbygAg9+LsZacWh6lsJTBbOJbKa36US48tsBLBdCrBFC1ADcDOAvAbxGRDsBQPRTZeqsALBb4v27QoY39zyq8JStk+v2F1FyqihX9A5i7OR6tk5uJFpNqiuLGpwBOULvhZzcIAAcRwDVqpGT21i1OlqayWDyoFLJl5Mbu1wWoUlBABRRhQsfNU0occucXBORiyBzuDKQDze3VpPCG7APVzbtO2xErprIsRG5aiybNye3VJKTiTYTiSoXtDKa/qasTq7pkhvN2+RF5CbP5caN+u3jYkRORfscSm5fsgjNTGqp8piZyK1Wuz+y2abi/fhwZfPCU/Wc3PRJXXl/C/ShkhuRq/qkoSHz6OlqFRggM5HbEK6scnINo+C8otmErmq368vJ9Tw4ueres3Vy1Tq5QG8YI0x2OiFyXwJwCBENEBEBOAbAnwHcBuBD0TYfAnBr9PttAE4noj4i2gPAngAenOY255JkuLJxXh2FoIF+KXJrmiWBEksIuS7gw8bJlSLXpLqyEwaggX65HEGP5OS6jvycVoWnLESuErV5cnKbZ211DzQ1timICgqoaV3W5Hny1CyvUeGzEAVX7tvEyVWFp9QEgmn4WjuZDifXtRC5ciIHcGpyFNPN4cqzZpn3sXFIIKoooIrKSPrnzipybUP+FXkRucl229yv/U5Zu5QdkDivUU643yYnd8cdgT33NNo0t9g6uY6Iqiu7biRyJz5X8cR3wc7JLXoyuiYvIlc9P7fayrw5UuSaTbIkw5XjqDbTop2RKDYV0rGTm3Ldpos4ND2K7tLdGyonV4pcDldm9KSrljYghHiAiG4C8EcAPoCHAVwJYBaAG4noo5BC+NRo+yeI6EYAT0bb/50Qgu9q1AtPVavmboxLIVAqoeTWUK5ZOLkuZLl2zf6ByMktmYUfy3VypQ3lIshFx9tuwhBwKCFyLRzyuLqy5jwpoTB7NkCUDyfXdtY2Dq8Ka5HITd8+e7hyIPOgRs2+R8rJVUv25KAuSttFrnRya8Y5uWGUthc7uQaz7UmRK4S8bzvN8LAcgNmuRe4iQB8qqIym95njRK5hWPfAgGybbU5uHkWujVDvJzORGxf0UoXPbJ1cw/5ywwb5r5tJOrlG4crCB7yEk1sVaJ1V1ujkxtEHBk5uwRMoVGvYDAtV2UaUyB0aAl591ew9UuTKB7EuQih+dvlVeCU7Jzd2fjVRcMlwZRcB/Bw4oFmcXCIBEjBeQYHpbaZd5AKAEOKLAL7Y9HIF0tVttf0lAC5pd7u6CRXKaePk+n4UatTfH4nc9MsfhyZ5Xt3JjRNKW28PRGJMObmG1ZUxMBCJ3M53vO1GTh5EItchhKFh4SkLJ1eJ3MFBGcba1U5uGDm5VuHKFoWnEKDgiYZjpqFyclX4XR6W6UsWnrIRDQOFKoKREEApdXvp5NqJ3GS4clgzd3LDUA5+SulNmhZGRrI5uR78SOT2pW4/HU5u3sOVrZxclLWTrcB4JzcwSENoELmaooyt2qcmvboNm8JTrcOVzZxcAPDIRxCmn9taDSi6+XVybcKV+6NweeOcXL9qnJPbMEEL/coUcd/kl+VYy+A70W6aRa5JTq5DAhCwqk/C9C6dWkKImSSxACjIyCErJ7evDyXPR9lPHyw05uRCu/B2Q+5ovxzcGQ2GQx/o789NCE27kR217JidvoJ5dWWE9erKmskAJXIHnn8c/eFwLpxc29Ck8eHK6ds3hMtHD0CTGXRHBCgU5cDLprpynkRuVie3v7YZ/mp9vHUYRkVRbMOVfbVOpLmTC+QnZNk2XHm8k2uWkxuvk2vo5A6WohzyYf0XO6kR8rLkVWYnF2MQcLRL3cSFpwJ5I1kXntIUDGvm+eftts8TmcKV3WYnd+LtAcTPLZdCMyfXDXIrck2aEwTy30BUgE73HGrIybUNV46juwydXL+snZyYLmwnvqWTK393LVaaYHoXFrldSjyYcmV+ZxDoO6xY5BaLkcgtpG7fvE6ugJPaobRaQsjIyQ3rTq5J4Z9uJz6vAJyiBwEndf3KBodShSZpZi9jkfvPF6FU3pgLJ9c2NCkWuUEkci2WF7AOV46Kd5gUw1I5uUrk6gbc00FmkYsx477DCcyXEIrDlavmhX/yKnIHB80nEpNObhFVVMtmA0/bcOU413TlKu32yUF5HvoBwN7JTYpcwLzvKNVkKVyTydPJOLnLlrxmtX2eaCg8ZSDGXPgNIjdtYnC8kxsg0HQFtRpQyJmTq/ojUyc3jpQRUSSBRoDG58mv1MOVTfrYsAavZOfkqsJTuvWKpwNbJ1eIRKoX5+QyBrDI7VLiTtEFvCv/w+ghHpf/LxRQ8gKUA024sqgvIRQXjUiZXYxnI10nFmM6kRuGoiknV/sxup6GnNwo/FiE+oFClnDlAYyiH2MYM6wW2k4mH65sVqCrIXfZoLp3g5OrGU+pz1Aq1aP28+bk2lRXHsCo0XdODqiqcKP71rS6MkX2e+ibiTdFnkRuVie3gBpqmpDDrDm5fa4PDzXUNCIaaLwfbB3KdmHr5MaTMsIsxzE+r75c6Ng6J7dqNzRa9vU7rLbPEw1O7lh6uIwqFAnPqzu5KdcimZMLKCc3/dz6vhTDeRK5zeHKaZPSQKJ/DVXhM8NUG+HXlwQynKCNCzAZ1D8BAK82lpuoOdUfmS4rmMyWi5/xHK7MpMAit0uJHx4k4G5Yh1Cku4HqPR4F0sktBCgH6UlEDU6uJ0VAWp5IcuF3x6LjdRD2XuEpNM5GmjjkDsK6Q24aroxRlFBGebTz59X2gab+XgjKkZNrXoXa9AGoinfEIldzDDUgnDHhyhiDTn+2WsPR6HvtAOTX4CDo2nDlyeTkSpFrKMYsRW7RDaJQ0fYUVGo3mcOVI5EblNOFT+yQR06uSYRQQ7iyZg15hfrOPb1xe6Pt80i5DPS58sOnndf6JGKjk2uSk6tErueE8A1qULiULyc3WXgK0N+zcf8aDkfbG4YrN0Qh6d/jCB+eKsCkOUZzTm4eCiZmWSdXGQSmE9lMb8Mit0tpWC4F0QPKpDKicnILPsoiXeQGITWskwsYOrkFN+6AjMKVEQADA7mZXWw3DU6uErmViR/kDQ9A23Bl5eTmQORmdXK9KFy52iaR64ggHijo2qREQp4LT9mI3BLKRgMLAHCDWv3+MwxXRrUKF4F2UibZJkCKyzwwWSdXJ0LHiVzDsO6i40f7b2+uabvIWnhqQImGkfQPoj5zsRo5ubbhygZOrhD18/nCWPeK3EoFGPTkB/FTRG58bzfn5KaIseTENyDFqy5cOV7WLWcil8h8gjbuX1VageYjNEQhWazx7oZ+3YDQiOJY5Con1yBNpd1kqq6MJpHbA2NGJjsscruUuFOkIM6TM3HGXEgnt7/gYzQ0qKiqqiurjjRl0BY/BD2Kw2qNOuqo4nNeZhfbTaPIlV/BNJHbMlxZ84Aa5+TmKFzZdKBQz8kdQxHVtjm5DhLhyoYiNxmu3P05uenbNji5qiiKYXVl1GpwEBpVTU+OZfPi5NouIRTnvSHQ5isC2QtPFR3f2MmdCeHKsZOrwj9H08Nq476jNgoXvvH9N1iQJ0i3hrzaXkVPVTWpP3mmXAYG3WiSZczgOaRErlonN0XANYcrmzu5+QtX7u+XhT4B87SWPn8UHmpaIdZyjXeD9zihvZPr1pST2/k12mydXJmTK39nJ5cxgUVulxI/PIQcTCVfS3uPcnIHiz5GxEDq9s3VlYF0Jzc5a2uakxuHK8dLCHVejLWbIEhUVy5E56lqcF6TBb0swpXzkpOrBtj9/fKnfeEp8yrUprO8sZMb3d+6Y6iwtTyFK6vlxDLn5GqqncZ9TVBf3sIo1zkSuTZO7uCgvF6jjzyt3b7dCJEtXJkQwoGIKoJbhiubOrkkRa4uHDp5jD7PR3n1Zu3200F2kRs5s5rc0Xpo5phxrYdaDRgqyk6qollDHmgq2KRZFifPVCp1keuniNy6k2sRrhxNxqoQXFkkU9/fOCJEgYLciNzR0Wwit+iPROcoffuGZ5dnFlUUV1c2XEmgnkpRi5zc9P1PB1mcXMdpcnI5J5dJgUVulxILH2Hu5Mo1aaWTO9hXw6joTz+GoERObtSRGji5TsGtO7kGuShJJzcPHW+7kTPVTeHKBiLXQWicE9kscss5qKpqO2sbi1x/TAoGTcGSLFWo1UCBCh5c+Nr81Dzm5CaXE3OcDDm5mgF63NeE5jm5cbhy7OTqxVi1CswelN+DkWdf1W7fbsbGpNC1DVf2HHluCqhpc/Gyi9yaNlS0+Riz/I2ovJSPKsDZ18mNqiubOrmoGa+/XqsBQ568DiZObjK/uRbqt88jvi//DTpRFXSTSWzhNxaeShl3qPvZcWUf4zkhfGHg5CJA0QtzI3LHxuRzS02GmoYrF2ujRiK3ISXJM3Nm4+rKRbPt48JTkFXydUs5TQeZ18kF4PaZLafI9DYscruUZOhQvKyHkZPrx05uBaXU9yRFbuzkpjg4DU6uCsNN6YCEAISgWOTmJU+k3djm5DYWnoqcX8vCU2M5KDiTOVw5k8i1KTwlw+8K5BsXnurvz0+4cvOa2dY5uRqRGw/AwsAuDNxBnJOrK6Ki2jTULw9WGev8wGVYmobW4cpetEybB187Pp+MyC2gpq3AqtoEALMwjIomUmG6UG1yHPt1cgHAL6e/KVkAzMbJnWUhchud3O4UuXExQNKL3Ho/UHdy5UTOxPtXkVwNTq5Bf+MgQMETUuTmIIcpa7hy0R+JBGX69g05uYYiNwiErMbs2Tq5MgpElxs9HWRaJzfOyTWrD8H0Nvl44jHWtApXtnNyI8ckpcBLHK5smZNLBa++vErKICwpSuJ1cnOQJ9JupMiNZriL5uHKMifXPFzZcYAiqlG48hQ0fJLYhiYlC2UUUEPNIJcLiPKaDJ1cFa4Mz4NHgTZcOY9ObnyePNkmU9FQiCr06gaddQfHvPCUDFcWsZMbGoyopMiVja+UOz/ZpUTurJIP78lHjfJf5VrkAbDNNtGyV+nb13Ny5WivrU4uho3E23SgvjN9fRlFrsbJbR7QG6xghVoN6HcqDe1LI+nk6tzJvFIXudHSTJnClSfef+zkNuTkpt+DapxSKAgE8CCqnXdyy2V5r1o7uWHZOly5vma7QapNshqz5p5tnPjRL+U0HdiOCRrWyY1St3ohxY3JTufvciYTydAhGyfXQ02K3JLcOFXkCqe+Tq4qbqBxcl2KClVFz7E0MZasRNpr4crjlhAydHJdw6IUo6PywUGQLlG50vnJg8k7uemDo5bhyoY5ufA8FMjXhnDlMSc36eSaOo4Ny9CYTh6EgXEYeByuDBjn2lerwFBJfphcidzVz8P98+MIhvXVsNQan5g922jZq3ipm0LUh5uKXFSjwlbazRtEbsXPh8iNP3cpW7iybgmhBmfMwsktUSRyDe5XNUAnhKiF3Vl4Sgn1QciBgHG4sqHIVetj10WuQCD0k2oufBRUnYRK5y3HQD4i7J3c6HtqMjYDmsOV09+jwrrrojh9+2RRPNdFLpzcyYUrmz2LmN6GRW6XkgxXNnVyfT96QBUKdZE73Pph3uCyeh5cNYOpcXJVeLONk6uWEJIit/OD23YzKSfX04eBA1KMqUJE/RjDWLnzItd21jZZIVU6uRYiNwqr1TldDSLXCbQh0a2c3G4NVy44kQAwDlf2rURuPBhBoK0Grto0VJKjwzyIXDUBOKtYMZ6Ak05uKNMvHGF0jxNCFPrMJq+ARpGrc3uAxnDlsp8PMabaZOvkDkDvOAJNosHw2iVFrkm+ouoLZmEYvsjH5IEtsZOLaGmmlDDwevSYhciN+olkuLKJk+uEQSwoqwbF1dpNEBWUzipydRFqjUsImfUFarxlWmQxmZPreUI7uTkdZAlXZpHL2ND5u5zJRMPA0yYnV/iNTu7m1m9qEKCeVy9rn+LkxgM8rx6ubOLkOggTObmdF2PtpsHJNRC5yfMUi1yNaJAPZblNCWWMVTr/Vc+6Tm4mkVsyC2VShadUuLJucNtqCaG8Obmm1ZWLTpSvaFAIBogKTymXwaSglworQ2jkpFWrwFAxErk5WOpG5bX3uzVjoeT7chCJvj4U3FDr5NZq0WSD4cAWqItcXT5k8hhA5OTmZKmbZLhypsJTGpE7zsk1mGTxfaBE5Yb2paHu0VkYRk3k47zaEju5IqpabZCT66qcXLWEUMo9Pi5c2Q2N+hsXfn1Zt5w4uZGuB2ARroyqUZGnxiWELApPob7Gu1W4skfyOnR4hjaeZImiu0yc3Dgn17AIItPbdH7ky2QiGTpktYSQcnL75Q50IteBjDuMy9SnzPTKcOVwUuHKJrlT3U6jk2sZrmwxa+tGpfaLqCIIKF7TsVNMVuRWNQPJBvfGIlxZVQstOIE27zcWuZ4Pd+mDDcftFJnDlaNlaHSDzqSDYypyw7B+/9k4uQNeFQ4CVAzCcNtNfVBvLnLjavGlEgpeqI0MiEWu+l4bLEUjRW7FKNcPaCo8lRORmwxXthHq8XrCKWIMaOoLKDR2cmMRbevkwkXHO9gMxCI31Ivc5GRXQ3XltOKVfrOTC3muUsRV7OQqkatZhms6mLSTaxotgxCuYfhxnJNrGLXUkKfuEXx4HZ9NjCevDJcVTObksshlTGCR26W0qq6sLTzlCymIi0UMDsiOwkjkeh68qFqtLpxJbR+7XGlr6CWPUSxGA8lecXIjkWu7Tq6NkxsJaVOnv93YhivHIqM6hiKq2ry3LEstyXBl3zhcOR683PtLuB84o+G4nSKzyHWkeNOFWsb3X1CL0xaMzquKViCzNtVqsqBSHyqo5CCHPL6fgppx39To5AqtWIpFrmfmxgSBbFdRSJGrc4rVMYAoXDksarefDrKEKxe8EAXID6OrrtwocvVrs6pjFEUVhGiZG80Xux7qOyKrAHe6g81A/BlCuX6yX0mP1AKiyJeGcGUbJ1cgQHonJScea7l0cgs3XQ/Azsn1SN93NK6Tqy8kJQQQhtTo/Bo6uTIkmuR1KHd22YVkREfy/xPREK5cMivCyfQ2LHK7lGS4sqmT69eEFDxJJ3dL6w6i2cmNixukPARjJ7dQqDu5KdUNGpzcQkEORnqgv2oVrmxahTouVKXp2JNOrun90W6aZ21Ni3G4Qi6XogsJzFx4KozClR19xck4r2nda/FERafPa7K6sudZhCurNUQNw5UdEdQHYEbhytEkixN9rzVOlwrD7UMFlWp+RG7s5Br0TUkn13NDbYh9rQYUyK8vuSaQep7iwbOoGOX6qWMAkZMbFvQfYhrIEq5c8ER9Qteg8JTjCBBkiKyJM1urAYXovAZwtXZdo5Pr1S9OFxE7ucEWAKbhyrVGkWvj5LpCnquUTko6uX4unVzvxecAWDq5Tmi+FjkCo2gt1UW4qBcD1N3jDU5uwZH3eIedXFmFv17fwsy95pxcxhwWuV1Kq+rKeic3rDu5NiI36eRqZnqzOLlK5MoZz/TPMBOIzxPqZfBNC0/Vlwuwd3I7vdxgtVrPazLJHU1OghScADXoRS6RHNi6pegBaHCelDMhw5XTRUk8G75lY24c8uzhytEattAXggEiR9NwDceGcGVXIISjHVCppXH6UEG52vlHU/Jzmyy1BLTIyTUVuWpgq3G56kuTVGROrqG7DEgxVhXFjkceANmc3KIX1ossltNv8mROuMnarOoYhVAWGTMRrQ05uSjkSuT+8IfAnXfqt4udXH8TgPSaGxNWV065B2MnN5qcjZ3clIsehjLvVxVjy5PILfgynN10aTAPvnzW2Sx/pwyFlPPaanvTSWMPPtyiI+/xHDi5rgsQSbFrlJOrvtcWdQyY3iUfCTqMNY2hdJFTVwuRNm/h1wT6EEiRGyX6TyRyG4pCOQ4KpUjkplRXloUQmnNyJ+6AGo7heXCdGso5WLut3cSON+qzkcbVlWMn10DkIn/hysUoWtLEcUx+7kKRUCsX6k/FCbZ3SAACcEvyQIFJdWX4sZOrWyc3HigMb8jNec0sctXyFipHzvn/7L1rrC1bdh70zZqzaq29zzn31be7bcfuuNuYWHHkQGICkSEPO0CCgoLIgwYEJonAKBY/jEA4FshJRIhk8crLBjuRE4yFbRLlITAm2LEtLCOsTmJipf1q2mrcbnff57nnnr33Wqtq1uTHnHPUnFXzVfv2XlX7nBrS1b5331p71apVNef4xveNb4Q/u1dQmwFySa1QYZDGWcvvUSg1YnLb5deBMZNbMleSHOz3e9S8zya3QZDbdYPDzSjG8zevCxlKXvXY9Uf6G5Gv4WzhMrlPnuSPP52AmqtBlZLwMLB/n1cKMMuFLBi12rZAXTvPRAa0TpncFQwjN/FH/oj+mWsTJibXgNzc9ARAs6ylIHfK5AKnUibXgtzlx+TS8iha07M9o0AruEKXMX705PUFc2/9Hl6Tm82QK4umggRbnMn1Rs0VFL6VcggCsYHcLfKxfCaxxa0i5K7cXac3ZerJresB5OZGCDEAjM3ryXVHCBWAXF+uvLxM8a7D68mdO0LIgty+BGToC7wWMHY6Db03JSDXY3KbSrMliU051K9TUhkm4yneZ8dbDEzuO/QdLs2M3XaEUKMsa5W+rkEmd6ZcuUeVzFal1AlMo46rA7nUk5uZ7wnozyFUC+x2EBxZJtcWoyixzchkB7myBrltqQyX99hDI5o1OFe7TG5pv3bNHSY306fpKwnKDL00k3u490zuHHJucFc2cuXM9AQgZDyVB7kTJjezFnDVUmF9VUxuqy3Xc8DbB7n5+y84QiglAw/Jm2fIlbkwTO7CSYGVKwNle5e3x9vPvcmVt0jE8pnEFreKoLvydTp7oZ5c13gqA3Kpr3OXZ3K1RFb6TG6ikW0sV+ZV//z05Fp35f0t5coFANEyuaVzlO865jK5Hsjd3RLkZnqXfeOpvLyUmNwnb62meHCbEULWZMd+hv4qzkJ5jGahRMxVK1QVy0oULT6olWFyM4z6OWIoJNqe3EK5sgG5tVBFfeScSR/kFlynRh6Ma2sZu1zznpyJF1YoAtDnxJi+Z8vlyo7JYoHxFK0FnEEir4VsW6CW5T25LsiVEFBrsAQH8KlPlR/rmmcBec8NwOnJreu8XHkEcjlHtie377XJ3ZqY3DHILZm/DhiQK4yjdMZsCyiXH7tMbom8OfQeubXmHEHCrJ/4CfDTdTK/BByFEGPFqqItnu9YPpPY4lZBC5bL5GZmB0rbL1bXqPccNU55JtdW2QpArgYM457cxPm4cuW6hmB5ed+zED6Ta0BuW+Bq6TK5RT2562NyLcgtAWOeXHlXoUUDdSgDueLCgtz8e5DxVEEPJTG5T9YjV3aNp+bIlev+OBTInuZBbtXfTq7M+RyG0jC5Xfp7OEd4rtIFBl2AZaHMGivKiiaV6qdy5UgMcuUb3ZNbsF62LSCqAeSugcmVcjBKK75fKzncrwnGEbDFA3P/CWTlx0rp86jlAZz1RUyuK1cGAJkxwzpXfPKT+mekq8MLYnINyE2xYhO58n4/W64sRP4e13LlFs2FYXJXcFnJeOpkmNyCnnDAzr01wD7DXtvjB/lxWU8uGTAV5ASAZX+rbLHhHEEg9yd/EkIeIa/TFTiak8s53d8byN0iFc8+onhGIyRXzjK53cDkoq7xAFe4ugofOwG5xsiny8iZOMZMbrlcua7K+t7ue3gg1/SOFsuV7QihEndltVKQ+53fCfH08Twm98Js5Il7PMzkFhhP9Y5cuXBmLH/nrfXJlYWCqMpmgmq58oHY1u6qQK6sBhfgku+OmFwOLVcuAm8HA3KXt4ugz92dikGuZnI1yNUJvUj2RWofg1swud1NMZNrxxStTa48xw1cfwZXrlxiPGWULHYmaAK00jMkDxBsvlwZANrrFaAxAL/0S/rnl3xJ/tgpyC2UKzsgt1dVdA20ngjzmFwF3jty5RVcVmJyT/o6tTdlI6w49Hiw3P30XuTKVSPAkF/3PQn1SphcsoI4mtaZTPFAz8nVL9pA7hYl8ewjimc0XOkQbfwzmFwIgQe4wnWEwCFgZRYSArmJXiibsJX25E7clXneav9ZCA/kzjCecscFlIA3a0i2lhFCVLX9hm+AOF3N2pRtwnN6mk4UCORe6OJBCVtse8xqnpeXWpll9WSF7sp//fvA/5+/h+4qr0c9nbTklV/oJmmZeE0wASticg2LM4fJ7Q/Y44CjXA+Ta3tyFaqskY/P5OqDU/eg9jGQ85lcqUFujim2719XcpAr3yyfFHaGDCwA6/CfAAAgAElEQVSV159OQMMd1VJG1uiOUOOCZceleCC36otHCPFq6HXO7b/nCsvkvvJK/tipXLmgvWgEcoH4GmiL3Pb+LmJyO6XVOysEuZbJzcnlPbmynUlbAHJdJrdUrgwhtPqgcPydXsf5upjckzF8S+RBgKMQcpjcbU7uFqnYQO49Dc8Mxibbh3TlmcZbNA2B3KurMKiMM7lpOVM1ZnIT689Erlw9R3JlZZlcDTJScuXPF5O7dE+u66Qo0BX3NVXo0Vzq+y/Flsw1nlLKVIYNk6vlymmQa2WWeLxCkPvD/5tmHN+9zr7mdNKSV36ZB7me9M5cnnkgl2WNp+z/IiZXLs/kDnLlU/F33XUKAq0Bufp3qSRdG59JMNO2UFwM6K5nMbmCOUzu1cILAebLlbUL9SBXTimKgJGDvciDjAHk3oBXqpjJ3dfDOeXYvXOFBbkl4PDWcmUhPJAb21vGI4Q4Z3kmV2rFWX2pn4lTu3zhm5jco2HtC5lcvWaWM7leT26i4O8RBGYyQM7PZOzgvAYml0CuZXIzCg3yM9nkylsUxrOPKJ7RCDG5MlNJ7rqBNSWQG8mHaUGs9EIr7AihxCZITK7Tk5synhrLlTXIXZ7Buet4T3JlGiFUAnL131wLGPOcFNEVmccA8BKeNuEgHnReTMjlLStXmbmPtVDoVL4nl3MA77wzmDatRa78oNHV8AK3ydNJaTbwgQG5GRk4MHbyTP99tye84uXGUwPIrbOf4a7DLSSWqiGkbQmpa9TmI5QwuWS8N4PJrdFm71dgGFNETO67y1Njc5nctgWayjFZLGByqSe8nsHkqhNEpYpHCO2ERA394rUxuSVmz8cjwLmieyNVeKT1WJqB57tdFuTa/X9WT65lck2LSruCFqbbglzL5HYQZQ72To9taU+unkxRxuRWrAeD9lhZA5NLhW/D5Ja4pm89uVvMieVXjy1uFWMpHVAgV5YOk2t7cq8zszGtu7JhxrqEnb81UfGMpwr7SjTIVdmeyGchPJB7cTuQW2S1v7Ke3AmTmzFqCYLcqwyTixHITezhdF2VHOTKmdHhmoFSwNUVfYdLX1cynnqw09XwgpEbNELogR6YmurJ9aR0s4ynLJOGLJPrMpQ7HHHslwe5ISY3lxN27TCmTZiPUMLkapCrykFue6WfoQKQ23U+yD0+XR6MuUxuKcgVrHOY3BK58ojJTbwRgVy04FxljYIAjVl2vFsVk/vOO8DP/Iz+9xKQezgAu7of9ohMERswbTCmQiFMfhC7VFauTEyuyPfk2kIRrfndephcccy7UNvjgaHF41Y9uQkmdyxXLvFi0IXHYX9cC5Pr9uTmDOVoTi7nTo65gdwt4vHsI4pnNNzxFlTdzoCGzhpDuXLlmzTIrbhhci8syE0zs9wkeBbMdIkNaiJX5s+HXJnYGwDVbh7ItVXeIiYXskhSdq4gkwmUMbmeuzIxuWmHyor1/niBGX1NopTJtb1+KykeuEwuh8yOTQKA01GhwYlAborJHcvc9O/KQW7F89I4GiEkDZOr1gNyvZaQnFy5dZlcfQ+msJLP5M4AuUau3KLOSgnaVj9vJFdeAch1jadKnh9doHVGCBWMGhnkylVWBu6CXGF7yAuY3L1wgHdmPTtH/PiP68/+kY+UyZVPJ6ARg6FXkVwZQ7VSmHs8Llc2INfMgxcFBYdeKn/NXwHItTLZuitzV/Z6cpt5cmV7rebIlXnBZAoq/FQVxNrclS2TWzpCyGNy7/48t7i/8ewjimc0xuMtgLLZgWPjqSzIHfXkpgazj0cIVSzdJzKRK3OV7Yl8FkLLuvVmYze0/phmKIFb9OQyCVxcrAaMUdW2qubLla10LZFcUGLrboAJMDZOFGqhsqBBSkBwk7itzV35oWZyy+TK0CD30SWAGXLlWXOajZLAJraJrJvY6O6wGiZ37K7s/i76GndMW4FcWTO5pjBYlRtP1a3pyc3IIAEjV0Y7yJWfLp8VzpUr22KAsM915h7Xx+tjSka40P2HbmAbC3pyd1VLcuU1MLl/9+8C+z3w2397GZNrDboohyiRK0MWg1wynjLrRhGTK0fqnRWAXH1O/SBNL2RydY8tz8rl3eOZ4OBMJk04PbmyEFpiX9CTy5mRNxcUG84RpO46HotabYI9uQvnNVusOzaQe0/DZRmoCntML1idZFMm91DI5No5uQmZIvWBGncaweSsvpLnSq5sJLIEWhNMrrsBUpW3yF1ZM7lrAbm0oZlzmiP5IqfNDMitWHm/ziRR4NAgN3Ghum5giBhQNLrhroNA7iMzt7JQrlyjpZ7cLtHrHGZy03/fM1cTVVauTN91a5ncJvsZ7joI3HfHWcZTVLQrZXKtXJnnmVwCY+0N6srMcz2k3bS7zge5x4Tk/1wxV65sjfSsKU+JaR1nvTFBzBdZvB7Kgrm6gGFyebsqJvfHfgz4mq8BHj2aB3IphyhdL0uZ3O42TO4I5CZyiHOFVamRNL14Tq4aWNPE/TcpuFYSbcJhfuKuXGDa6YJccnxeAZNbVQBOupCY8nwBTE+uUtsIoS2K49lHFM9ohNyV8z2ObGBy6xp7HHA4lTG5xErk+svs3we0kVTCDIESiwoAY6hFX9Rjdt+DpJxOX0mpu7LtNU3NHwYckGuKB/Z3SwZtaJeXZlxAmeRLS9cMk5sZcWGlTMMIq7K/DyFQ1/lePCkBwYZz4GxFIFeoYrly2zFfrnzz+ZvhaF9jJfm8IKGitaA7apCLXfYz3HUEmdwcg9gNPbl1kwe5PpOrysHY6WYwjylgcoVqSa58uFqe+pgrV7Z7i13/SnpyKygNAErMjtweSp5nfgHD5LK2mN07R7z5JvChD+ktuATk2r1oNpNrC9m26JBgchl6MGM1TjNjk9+FkSs/1GtA2y2fptoiC7H2GYMkryd8BsilvYj3yfFgYz8TXqmkvJnOyTK51gxr4flMrrtyCZPr9uTSBI+tJ3eLRCy/emxxq3BNUQYmN73JjplcgS6aYEyYXKMiTlXaiJWwG2DVJ50RadO0ZkQczxHIlb4LdeGcXJI3l4JcIag/dQ09uZwDuLgoclJ0q9W16QnPglwjZWJMX+M5TG5dGyY3w6RZ12DsdqsAucTuSWPeUcBydQRyy92VS2c42v9PcuX6FkwudovrwIMjhDIziGlMWyHI9ZncOWCsG0BuhsltW+0aTEzu9cL6etxSrtyXM7nUrmHWv7lMbolc+XAA9tWxmN07R1jfg6aZweSyQa5cPNd+BpM7Zn6zTG5vmNwHWs1RMgv6rsMyuXN6wkku3/BZPbngHE0li0CuK1cuZnKbBqKuICGg2pXIlYnJLfB62OTKW8yIDeTe0/BMUYxjXpeRK8ve78kV6KJyYgIYE5CbOCcz384eXGckNPQZhB0vkDf+eRaC5Mq3YHIHd+UZIHclmwEZT+2trLas/4YBg3QtC3IVJVQ8A3InxlM8D3I1k2te+AVfgAr90ljMY0EFuqx8i2bS4jSMEEqsHZ5cuRDk+nLlvJPn8Bk0yJUQSeB9jqDnrisHudIZ00YAIFF87HuA9+U9uZ6hzV7oRPWmQK6sTthf6MXmeL18VujKlUuNpzi6YYZogbs3yZVng9z8XF3AMrkn1GY9WAOTa5mxptHfu8qQXBb4MJiiYIGHgQdaC5hcNycgJjfzXVToB5C7lhFCqtPjd9AWMrlaSUDAvuD+G5hciVPCn2QiV7atDomHaczkAum84xzhuiuX7F2uCm4tec0W647lV48tbhWeXNlKDnNMbl8NTG5dJ0EuJVOWZbUgNwUabNXWMrkZt2RKLMQApHvwxUHDXQcBABfklrgrs+Fa5Zhc1wSsxGn4HEEbmmVyS8xjTAGneahB7umQkys7CRiTWdMfwOmDKjSosYAHH/iABtIruK7AwDjmmDFy6MUJ/ML05Cb6CT0lgZjTkzswueUy3MPAOD5ZFuS6cmXqu3z3JvkaYnKFQL3T1yplSERMbtMU9eR66gY7u/xpnskV/Qm7F/U+cVgRk2tBbg6M2VFL1gAxd4+T8ZQLcguKB7rvvEzKeTgAO5wgLg0YWxnIBfJqVAI+0MZKqWkIIZBr7/EokytHOUGdlyv3vVackVx5LUyumTtfoy0bYWWKLNSTm2FyGVNgAMC5lisnCv7jvUsUtjoMBTizjmdahu46XHflUiaXqVFL0vKP3RYrjg3k3tPw5Mp2488Z+fSsmMmduCsTyE38fTmYrgCmJ7eAySWQW68DjN11eMZTc5hczsDM19UXGU91ZjSO/t1q5MqcG5Bb8BnsnGYzTziVXLg9uYDpl51hpFI3hUyuATx4//tXAXLHjGOO5fdArhlJVcrksloY1/SC/i87JusWcmUAOL5boLe8wwgaT2XYZTeRLAG5fa+8sWtzekeFcRxPmYYBRq7cH7F7WTtpH2+WB7mWyS1lY7Rc2enJLVk7aDRYGXsImOtalzG52tDrRCqTXPvFOcKusdZDIydZJlk3AFHNUL7MYHJdkFvUn2+KlQRyIRZvXZDSKC6g1//UlAnAURIYRUdJT64t6FJPrhLR6o/3XRjTupJ7fGByzfeWAet3HZOe3EyOEurJ3ebkbpGKDeTe0/DkygVVOaUA2evRLW5PbgyEjqXEFozl5Mpe1bZS6MCjGxQt1CRXXkfv6F1H0HiqhMk10vGqoA/UGmWskslt2yKQ2/cOyDVsSeoed/t1gLwp1KSvSTCtJEh8F12HwUH8pZfWKVfOuJF6INfKjxMgd1wM4JnRYPY1leq0C2adn5NLfcWna+yM59TSIDdoPJUBuZ0tgjg9uSmWnNQvLsgtBWO28HOVOacOqPsT+MsvQKDF8bB8UugaTwGFPd6qG4oyBUqC2/bkcpFn3uic+o4k/zkJ6znCrrGWyc2BXLd3lLN+lvIFcKcuRF5jC9/Uk6ttrlK9oNIyuY+08iBXeDxHjJncHMglFZIQ4HXeeMpVLYFzNLzHCU00d5owuYUqEGJym3UwudTCdCpTIYXlysu7b2+x3thA7j0NT0pHfUpplgvAxHiqlMllTPeiJJnczu+/EbzXG1RkcZ/IlQuMWp6FcA265jK5gDYK6RWSGj+XyV0LyCUmt+uKNjR34+eXRlabZXJ9ufIckEsO4jcZd2XV6RkdZgbx0teV1oJWM46p+YqAD3JtkloCcqnHm6lsYkFyeTOTsZjJPd1gZ3tHny67END90TpMbq4n100kdwVjr6QPcntUs3pyAaC9Tl+nttWmZHjpJexwxOFmHSDXGk/Z/06Fliu3YE2tZ4hm7j+9xhq58oyeSI/JzZyUBrktFeDW1pMLFMqVLcitVPl6adfYDMh1ZeMAigryfc+0auTyAqKSqwC5fQ9Uvb6YxSoky+Q2VVYZQMwvoPci0Sc/93jv4lW+1Ya+6zUzuSVtWOj9EULLP3ZbrDg2kHtPw5PS2QUrsaG5w+7tCCGBDr2qgsXCMZML2Lm3iXMaG0+JtIRmKldOS5+elQgZT6Ws88cmYFWlikCDZXLXIgOnqq1lcgtArt34hTEhSfXx0gZoEyqmMvJ6/ZNAri2yJEAJMbkW5Kq4Q/m5gooHrR4nJnuWLIDY20a4I1lSbONIpsirPJNLzEddo+J5JneQK99gZ8ZFrQXk8vYwg8kdWkKK5MpOi8ccubIeq2Vkspn5rG0L1PJAIDczcegsQcZTn/00gMIeW9u7zPrkPgQ4TK4psswaIWSZt0KQSzO8V8Lkcg40v/iPAMyQKwsBUfXzjadKmVynJxdIFwSkMlMg9nvUltFcA5Pbz2NySS5fOELIZXJrnga5E9NEMaMnt2mGYkPGF+OuY9KTm+gJB0xP7pjJzRR1t3i+YwO59zTcPrwSJteuldxuUIbJBcLgZ8zkAnkjH5LemTKyyPSJ0EJtHINJ3vccgFwr4ZrD5NpiQMVUtjJMIGNFI4TGcuVc/41b3bYGSXJGT66oyphcknzVeZCrmdyTA3LlKuTK3nUFB66uose7BS+SKxeOsNKsQX4mIxVy5jK5kNhd6nM6Xi0/wxEwcuW9kcvnQK7jrkzGUEm5MqZy5eKeXNsLmkZ8XadQ90fgxRfNiKnlwVjXaaWP+G++DUCpXHkAY6n56/b4wXhvhvEZJERTZjxFTK4FeguzYoAzQugH/kcAhSDXAh/WJxnyIMjNGIHR/W1bSArAld4f9TORA3vnCKX0P9wwuTXapAEn4LTOzDCe8uTKIg3uJ3NyC2Y7h+TKS9+zVKC1TG7mdJQKmHZuPblbJGIDufc0PHflAgbUHi+4MtrjAeSGXjfulwUsyE1sgs6Gad+rBOSOjaeWBmN3HdSveFu5smVyc/InK1e2icVaGMeuS0rlbbhyZfFQ92elZGIkjbMJVaXKkzYhUBuJXwqUdJ1JdgzIzc3iPUdQNdwwuR0E8PbbyeMBX/KacmafMLlMQaoqyRbTPd40qGaCjJ1x0j4+XV6iCBiQa+Ty8ibTp+mY+9lEMilX7l0mdx7jSDLZAiZXQN+zAt1qQC5n/TB3tFCuPDCO6eMpoTfr361GCJUwuaqjNoc1tNnYtaBurwGU9eSSrLZKtyEEjacu0iCXCrqWyS0AV1JxnXcwtgqQS/dGry+mQFcuA69r8KaCQoX+WNCTW5nPLdQ8uXJhP39l15pmPUyu15Nb0gZj7j/GjD/J8svZFiuODeTe03DlygOTGz+emFzrSp8BuWP2ENAgt01ugkN/GZAHufQeBoQJO44gk7Td93BHCNnvowjkWhMwlge5bt/vWkDuxHiqxKGXaWqCwFhOruwYT4mMrHZiPGWuU0p2KKUex+L15C48a3AiVwYHbuKjbkJMbq7XGXD7v/oyaZyRK8+Vi1qQe7ha/rra+5VA7iGd3XaSDUyuAQBJZYDD5FZzmVw7uiYhhwaMXNkBuTkW6hwhpTYmJDXRZ1/PHl+5TG6BkoAUGk1+bI1vPMXQsTywsoWctbBigCNX7spArsd4zywKAgVM7sRdOd2Ta+tmNu+oeRrsnSPo3pADk1s2msncf7u8osOd6wwgC3KHgoMGxsIyuZl+/tWOEDJMbk6hoUGupD1em0tucuUt4rGB3HsarpTOyn2LmVyAenJjrwvKlau0nImMpyyTK9LOiBN3ZZtwJ4x/7ntY6dPEeKrANGzoyS2r2lq58loYcheMpZy9veOZlRyaz5Bgcl0ZOGB6chObZqwnNyX/7DqT7Dggt19BokBgzILcTAEEMAn9XgPKnGu1PZ7kypn7Txu16ISqEjNGCEFi90ivH8er5fvwqChDrGlGwuowuSW9mkEmN3NdAX2d6gdlhkedBbmXl0WmOecIy+TSHvSj/2fyeK9oUqWfa3t8Ze/XAiWBZ+hV59dX95zIsG7h60p7SwU0nW5XmAPGdBtC/FhvHSC5spHMRz47qbvGI4ciBYFJC1PGgOkcMTC5rlw5/RpXci2oJSS9xlZsaLVphCqTK/PhZ1lOIH3jqYXvWcoJDJNb4tpv5+QCpnVr68ndIhEbyL2n4Urp2K4BR5eUTRKTa5lZM6vU/X/Bv+/IlesqLSfpJTwmN2c8RZuHZXLtBpiZ+7jW+NVfBb7/+9PH2Ep1pbrZPbn2uyiRK3s9uSthcokZs3LlDMjViarSiYIdNVJiPGUTKj6DyeW8yHhKSuNU++gRsN+jQr+eargtHkAg5S7kgdyCBGxqPJVPqDTI7SihmsXkvqBZ0+P18kwuMeTE5Kaz205Wg1zZMjgZKTj15IpyJrdCXy5X7kCj4wSTSYPCc4Vmch258i98Mnl83xvjHytXLp3TPFOuXKHXTG4BsLJmRCRLz5gR3XW4wKc5aZBb3JNb12a9vGVPbuQe7HtFbrjAsMfH1vExeFsXk2vkylWPNmOQ5LpKk0KtZB0oZHLHhW8hCkGuXZvMfro0yNWFRDUwuZmcwJ2TCxgmdwO5WyRiA7n3NFy5Muo66zhJTK4wixpjEMbUJwlyuStXzjC5k57ctBkCvUc9cmq8p0zu7/pdwEc/Clxfx4+hz/wemdwikNuvC+RO5MqKZ48nJteOGskwudOe3PgSNzGesslqgnnTTO5YrrwS84621f2yGSbXlSuTDHwOk1s6k9H05M42nrJM7s2K+sUe6J7wlFx5bAZDcuUUk+u6K8+UdVOfeobJJbmy3SdWIFfuOm0MR3LlHEPuypW5mb+eWNB0D6+5X5uZPbk1g2SlTG67GiaXPgMHmnYmyDVrbKfi1zUIcq35WWTPllKPAwIzfhKZ0TVjddeqmFx5GvqEC0Du4O6db8OayJXrQrmyLXyLQuMp41BOfeQLF2ak1Ps0AGM8VShXroaC/wZyt0jFBnLvadAi1w4gNwViJkwuBulyKZObc7V0pXeAXq9vw+Tm5j6uNX7+5/XPlNsuXddeFjO54w2N5MqFTO6aRgh5c3IhsuZF1NdkmdxEgj5hcjMb4MR4qqjiriDkYVU9uZ5c2Sb0pUzuzjAxGUMvwGVyC+XKdoRQAfPrAu/dSxcAlge5Xk9uAcgdj2krkSv7TO5MkGvkyinlgT2vGq1mcqs+O6bjHKFdqB0mNwPULaCk3tGChJ48CcQ8JQEXc0YIOUzuwtsWrWesRy11T36R8ZQt8vF0gSwEcu0Yq9i4L50TDPe/ZTVjhcGxGWWO0TxHeCD34qLoGXKLB8Sa5iYDuHLl2siVMwUHW/wls7RCJnctIJdk3dDXq1MFIFdtTO4W5ZEFuYyxS8bYf8YY+y7z31/OGPu9d39qW6RizOTWrEPb5fsPhQNyiR1LuSu7TG7G8IMSNsvk1jNBrpU+3VMm136e1H7sMbkuyJ3B5PJSJtcmhSuZP0zSJCn1vVSSqELdnsnlKil/moJcI1dOMbmt8ubkVujRr8ChkuTK9e1AbgmTOxhPlcqVJY236FEVg4z9i0auvAKQSwy5vU7Hss+Aui4a8eOawZS4Kw/fhUJtmdyM1Fwpx/GZpcdqnSu0XHlgcnOSa0+ubA0NZ7jL9+BQp3Imd9ac3CbvF3COoM+gJBroa1NkPGWLLBWS1zXkrvy+V/Rnfuv18E0lJdNmgCaI1YwAvnFxvc74epwj3NYw7Peoq7QBp30NrQO2QJtZO3y5cqmfickJLKFQoq5xQe7CqRZ9bmiloCwAucwFuZVafITfFuuOEib3uwEcAfxW89+fBvCf39kZbVEU3sJb12iqDqcEyCWWQQy/m83k8hyTOyzs9r1a1MVy5foZcVcuMQC7jVyZ5uRakJsBGWuTKxMIBYY+uQwYm83kOhugyIDcsfGUNQhJMm+tMctZEZPrgzGux1UcyuTKZDyV6XUGBgMZkivnWIO+dZjcfEHDvkf9SIO3pVkGjyG3z1AiUfWYXCEGuXLicwSZ3Nx1rUxS+EAXA7oMU0znZJncFbiR2nnCJFfO9LWP5cpF41KMyQ4pWQr6zkmurMrlysTkrqCICGggY0FukfGUZbyteVGGyXWNpF56pYJAi9c+FzGesjJcE7me3KHwvUImtzsakJt/hlzX6mIm15nxXtdpkDsUvg1BIPKzndcKcjnTF5g3XMvlE+ou3ZMrPZArFUu+ZovnO0pA7pcppb4NQAsASqkbAMvvks95uO7KqGvseIejjPc4jmVAQBnI5c6fFFUeNLhMbl2nF146p2ZkYnFPmVwbKTA5yJVHxlMlTK4FuZlkxJ6DncVL5kIrALnczL3lNS+c9Tvqyc1cW994CskNcNxrSkWWRDLSnYzEckU9ub5c2TCOiXmuXkJv++BL5cpuMpxhHKve9ORy6B7HQia3fkHLlZcGuV7xYAbIndWT6zK5hcZTNDt6n//7Ywl1zlfhXNF1eiTdLLly3xYzuWPwBpSz8LyudM9vIZNLhokrkSu7IHeW8ZRQycKjp+gwKKm63OP9eB2vvRb5+/1wvwKOeizD5FrGN9ebeo7w5Mr7PQTv0Ra4e4+Z3KyiwxR0AZ1CFbkrm5yg2aUJBTqnNYJcy+TueGEbjM/kSvB0j9gWz3WUgNwTY+wCgAIAxtiXQTO7WywYtMi1Bw1yqw5HKaLHU7JTD7+7FZObAbme8VRGrjydk5ufJ3cfokSubPtlLcjNMZQAUAkrw51nPEVJ2AqYBsvkVjUvYnKJZS3uyXWqvDYZLjFScUBumslVEyY3VaA4R3hyZfMMpXpHB4MaRknSLCZ3rruyvV9LjX8eaZC79NxRryfXFooKgBL15F6mx6sAgOzZwORyBskKJIfGqKWk59cD3iticqUEhMPk5kCuVqa0g0FShrXSxlOdD3IT9/iEyS0Gud2wbix8XakY1Tsg95guFFGfpntdS3py7YK83+MDeA2vvRH+7L0DYgBk1/Gp8dTycuUB5B61aRNXaBOEAjCSy2eAvT1+DpM7livXDdOgOKuuWRfIpT0bAN8Lff8lnDsne3yVN0Hc4vmOEpD7JwD8EIAvYYx9L4AfAfCfvJc3ZYy9xBj7a4yxn2OM/Sxj7Lcyxl5hjP0fjLFfND9fdo7/44yxTzDGfp4x9i++l/d+VsKTKzeNYXLzIJe7PbZirvGUShoDEJNGcuV0bxMt1M1osPw9B7lzmFzabPoqWo2c666s1CgpXBWTa+TKTRnIpRmOif5x9+9PmNxSIxUhCCCmGMSuVQOTa0cIraAXj2YN7vJqiKHgxQYAUFJkGTO5kQzJzuv05MqqHOQSk7uC62pBLo2XKgWUTk9u6n4iJtcy3pm+OvcZai71d50CMmO5Mq9U0lfhXHErubJJ0HPPNR0/ZnIL5cq8qbRsMnG/0horT6vyPAA0uK+18A6n64JeZysDt3L5kvXSblwW5L4ZBn29ijC5sbm6o8I3GTCtAeRa+TvPP0MhuXKuyFJ57splcmWbzzUNK2dyXXflVTG5Qt9/NzfR44NzcgtmWm/x/EYW5Cql/g6AfxXAvwPgfwLw1UqpH32P7/tnAfyQUuorAPxGAD8L4JsB/IhS6suhgfQ3AwBj7NcD+CiArwTwuwF8O2MsXUZ7DoIA4skwuUeGwsYAACAASURBVKLDUdbZ4/2eXP2zGOSKjFy5ZyMmt1CubJncAqOW+xBzjKd2uq0OR+zyyYXpXa6qsmSEjKdsH9TCl9VlcjXILTGP8SVfMgdyXSlTxt17MifXMGOpirvspkxuCiCeIzzG0Y4EKpFmClacgAHlIJeuq2wJvM0xnrIgt1uFXFkBXYfdhX6GjodCQFnXqPYNKsh0T67H5JbJuicgNyFJnQDvjK/CuUJKQLBukCtnWC5gWM9EZv66/fsTJrfQXE2btwmoRJOte06sqSFYt7hrNT1DfTswuRmQ6/Yu03pZYjw1ZnLfCuce2nhquP9z682Eyc2AvXOEe10hhB5r1KdTUNfJuFiu7DCUza5MrkzXyTK5WeOpdlVMLqn/4DC5icK3UuZ+pRFC+RaPLZ7vKHFX/hGl1JtKqf9VKfW/KKXeYIz9yG3fkDH2AoDfBuAvA4BS6qSUegzg9wH4q+awvwrgXzH//vsAfJ9S6qiU+iUAnwDwW277/s9KTOTKXOLYFzC5c0cIcf/4LrG4j42n6qbMeGrSk3vPmdwykKsTMAtyD9jnQS4fnBRT8s/xpixWxOQSyDWsaX9TJlcuZ3KHviZhexwLkzYykEkxuZ3D5Fq5slyPXJnvjJFUSU9uw/3rWtK7zHm2J9dTKxSOEPLkosZQaQ0JmG0n2GsvLByOcSBDayxTei5oXaNGm2SkfXdlFMmVLWhoHuSZ4qnxlMLCtysA05NbyOTS/Udy5bzJznuRK9uia2qs20QFUuVnp951DM/dAHLbmwLJNV0nVtST6+7xBHIfh0Hu2HhqLpO7SpCbMTS0rxkYcv27oskAxOQytGiihRbauyyTuyuRK6tJT+6pXf6etSBX7EVW3RVqSdpA7hapiD6pjLE9Y+wVAK8yxl42cuJXGGNfCuCL3sN7fgTA6wC+mzH2Dxhjf4kx9gDAB5VSvwoA5ucHzPG/BsAvO6//tPndcx20oZk5uTsh5zO5dvENrA/jiiqgQW6r4kCaWAlicqsiJncsV87NfVx7zJEr2+Q5xeTav8fEwOSm5MrDpuwbTy29D5C5BjCMZMmAMWsKRYlq4tqSRIw2QFbUY0bGU4VuuAId8PAhjRBamsn1enKtGiJRKHKd1um6FhRNSplcLymknlyeZMbc96jt/Nc19IsZQLm/0MlgIv9y1lhzPzQNBLoZPbllxQDONHXfXOgvbzaTm0nQzxFartwNPbkp9YTTa2pBQ4nxVDUGGQXvwSGzDsDj41HXqCu5eK+zu+7PYXJt76io57V3ACCQ+/RQB1spZR9hcnM9uXbiQrMikKuG+69NEAqA05Nrnmug0GWdD58biBd/JrLufZWXK3fD/WpStMULM/ScAuD7Gh1q4HCIHq/VWn5Pbk4ltMXzHand7hsA/D0AX2F+2n/+FoC/+B7eUwD4TQC+Qyn1TwK4gpEmRyL0FAZXC8bYv8cY+xhj7GOvv/76ezjF9QcBn/ZEIPeUAKBBJjcBcsfufYCWN3cJJ7veypVtT+5cd+XnSa7c6wTMbjY5uTJDP4Dc0lEP/UmbW1nH3TXJlQtALlV5hQBjuoKbu7Yc3dCTm2FyJ8ZTVq6cACVdZ+7xl15y5MrxczpHkKx2rly5rhyQW8jgcD64AOfkyk5PLoAsyOVVDwaA7RrwDDg8R/Q9yORpt9fr4OGUZ3JtG8jA5Kbfwwe5BcZTrPcS1cT4V99duWmyY7XOFVICQpXJlSfKlMz9B0yNqoBS0NoPPbYFjuN2fRIs77h71xGUK9+kF31iHM0Iq9nGUw8f4gPQ1sqhlKtXoJFXALKKnHEL0yqZXKHQqrxceVxkyZn72XsJ0D22QNwDYCJXLmVybVHGypVXAHK5KXQJM84upe7SPblOIXuTK2+RieiqrJT6s0qpDwP4j5RSH1FKfdj88xuVUn/hPbznpwF8Win1f5v//mvQoPdzjLEvBADz8zXn+C9xXv/FAD4TOefvVEp9tVLqq9///ve/h1Ncf+g+PAUmdbWwET2OfRM9nliGuhDkSr3B24oqoGfWJUHrmMlt0kzuWK5MbqTPBcjVYIwxoBEyC3LdDZDcP3MyXMN8sKYGR7c4yKWRQChncq15B6BHjuRY8mBP7ufReEr2WmaJR490YogeUi7P5FbmsSa5com7cl0Na0CiF2pynTIzGem5lifqyQXSktSuGwAl6hoC3Srmjtrrapncwyk/d5nGrjVNHuSqoTBY0pNL8s+mGUBuAniP+4Q5R7Ll5FzRdZoZI7lyqbu3YRznMLmzjKecPvVS5ldLWJdnct1eeDKeyoBcLes2xQBRJlf2jKdeeIFAbmiM0Fwmd+w/oWW79aIVWq9oZ69TwoATcGTgDqDMuyu7TK6+l06Hst7lZl+hB08XN22rjWs8tQKJPbdM7oVe0Lrr+HNNPbljufLSsp8tVhslxlN/njH2Gxhjf4gx9m/bf277hkqpzwL4ZcbYrzO/+joAHwfwtwF8vfnd10MzxjC//yhjbMcY+zCALwfwU7d9/2clyGwG0Exu3eOo4nLl2UyuBbncPz4JctWIyc04/kkzemXirnwPQa67B8+RKwPATvRZkFuxwVFQCHNdc3JlC4ybBhxyHSNZ7IZWCMaslA7QyX0qkRxLmcgttMR4ypErJ5lcyTRANw9fxYdnZalwx8rYIlbqGXLdlSnpTCS3nlyZ80HWmJM3S1+ulxq15BoqoWlQsw7tGvrFzHW10uBjAuS6MnAA+lqhSxa9gnLl2UxuQZ+wHSHEkXTIP0f0vU5WBRwmd9ac5nxPLpnsuCA30VYQNGMrOd7KwKsVMbnyBAZAoM22/rjGU6S8mmM89egRPgBN4YZAri7KlLsrj9Vdtc0hVsTkijoPct2e8Fv15GbG2Y2VdrUt0Ca+b1euvBaQ68qVxaUBuVeZnlwP5G5M7hbpSDcWAGCMfSuA3wHg1wP4QQC/B8BPAPgf3sP7/gcAvpcx1gD4JIA/DA24f4Ax9kcB/H8A/iAAKKX+EWPsB6CBcAfgG5VS9w8FfZ7DNUUB5wbk7pPHA6OeXJsQh0Bu1wOoPCY3B3LHI4TqDJMrT/o9SK5sF7nMOIk1xtXV8O/JpNYmCmpgZnd1j+Nhl6yguxtgsQzcglzOtaz2xADE2f67Dk+uvM+D3L4HGuc65WZ8TkwpKGkLjyQYJ200dzRRFJY9g7gcHiJeLS8D98CYMTJLGc64ieQcJpeYNNEXjbeopC9XzjFplAw3DQRr0a3BtdqcE2tq7PkJhzbOgrpASb+IGSY3cc+qymNyS1yorVqmBOSOmVzBFeTCcuXhnNqhJ3eONDijZAGsXHnkblvCzAqWBWKhc6p5v/hoJg+MAWhwwqkA5JLxVF3N78mtKrz68AA8Bd54I/D3+2pQaMBhcgt7TVfVkysHkNuVypWd+y8FKF2TRUAbSQFxkEt7lykWN6ad4nRUiGWBQbnyCvrIuTJy5cu8aeIGcreYG1mQC+APQI/5+QdKqT/MGPsggL/0Xt5UKfXTAL468L++LnL8nwbwp9/Lez5r0Q/KFu3S2xg2UBlnz1EQy9C4I4H8/+f9/VYCEDRs3B6fZnKrwVkUgNhl5Mqdfg8rXaWe3IVHh9wmXJBbxuS2A5PbFDC5XpW3rOJOIHe/1yA34Qx7jnCdFAnk5uTKrkybyaQz7FiuXDr3kZJna3yWclfuK/CLQTHB+fIgV8tq9YfZW7fumwLHXWdObgrkUv8/tJqgrvPFLsDIlecwubZ3r2lQsxu03fJgrHLY5R3vcOjiye2EyQU0Ix1Jbsfyz1IX6rF5zCwmV6RnnZ8j6Jz628qVy2aCWgd7MtkpcKGeO1ZrMPRSWTOiu46huKTXOw1y0+odKUEGhbniQd8DjCkwhUGuDGD/qAaehpePXgFOh9Sw3kSUJhr8clJ3rY7J5Xxow8q8hvdjJregJ9fKlXdpufJY1t3YAm1ijre7dgxM7vKqDgty+YXevFJyZZqTa5VUW0/uFpkoucNvlFI9gM6M/3kN2iF5iwXDY3KFwK5WGijl2L25cmXhMLmZXqheDUmzPl73ifSniA2+qayzxsibLZN7D+XKpUzuYAo1yHB3jSoDuRa81TPkypwDFxcQ6JL9OueIsZMiAPTHnORwkL/zSs2SK/OM/G4yJ9dIxJJMvKrIIAPQcv5+BSDXsqBkkBQ3qBxAxgzjqYppUygtV860IZBcWc/JLWdye10g49yAw/hnOEe4DDnqGnve4VgAct01sGZxs7TxSJYSVoL62puG1u9ThiECHCZXIMtC3XXQOal2kCsXSINtMSCnZLGvsWssjUtJXCeXQSwZVzZhlytTPIiYMp4jPMYRQI0Wp8RcZ/saOzuV22kIyXXA/D2nktO8oLnD0DLb98wznhqY3IgK5KD/CLkG7/LzX+86xnJluk7ZmbSjntycAZ3jP1FnxtnR/WoIAqtCShU1giB3BRL7qjdMrhkd193EL9S0J3cDuVuko+QO/xhj7CUA3wXtrvz3sfXELh7jDYfYwMjG7/bh2bD/HmKipJkR6I0QSjC5SmnpndfDa0BDLLmVbU82+4ADchd2Vb1NPH06/HuZ8ZTL5BaCXJr/ytCxGT25xgV46eKBN0LImEzk5MpuT66oesgZcuVcMjwGuSQri5ySUnoUjj13ANppeNlWZwPGDJNr57kmklu6P3batZpXfVlyyznAWPl1VSO5aAY02F5TMAaR6b8+R2glgQNy6w6HbuaYtkpGmdwxeCvvydWJKmNAzVqcEmzMlMldHuTSXqRah8mdIQ1u0sUrAOh7RT25cwy6KlHdismtrYR/QQMctycXMExugtkDzLNtnP65yMuVKedwmNz6xUsA4Y8uFSPzNqCAyTWF2Mq0MDW7aj1MrtTTCkRjrlNm1I29/4b1LzdCaNi7mn26J5fu16ZM3gwAvRzWmjWBXJIrP8yD3KhceTOe2iISWX2NUuqPmX/97xhjPwTgBaXUP7zb09oiF55cmXPsGjuG5gA8eDA5fmzoAOR6cvWCbCuqABxX1WmPo1J0KsPxzWCGEEoN+673enjt+aQW6rXGfLmy9EDuAfskaPWcF2skQe5Y3kejbhLzNM8RrvFUtc+DXNchFdAgKDX+ZGI8VVeaJ8oxuRXT/ZN244+cEoGYSwfkcga5AvMOjvE81wJ2zzxveqxMWq7sGp8RyMj05E5mMmbkotY1GADqqluHlM6yUGZM20HW2ZYQVy1Tsy7a90bXybR4lILcSg3Xqam6IpBrRwhxnu8nvOug66RaCNYDygCAyHW9tVzZFAbp/kv12od6cucwudxROe128RfeYXhtAtAgtz0WMrlCDO1FqX0oxOS+eAEgwuQqFu7JjYBcq+zhDnjrUKM/dUWMzF3ExHiqqSAhoG4OYA8fRl6jHDd6/btUT+54ggLJlSPf32QyhVUrJL5vad/DUYGsA+SaHvJHRhFwlQO5nQdytzm5W6QieYczxjhj7FXnV58B8M8wxn72bk9ri1y44y0gBHY7lZyTlmJy48ZTIyY3weBQZdFhckn+GTH80EzuIEctcSFca8yVK1eOXHm/MwWKnPGUM/+1YwVyUcv+WrnygoZeA7tnmVzTk5uZ58o94ylV0JPrypXzSRsw3LMkK4ucEiXnl0MSywVbUqEIwAGIcEbdlMiVbS+8VWgk7j/OHCVBqVzZFLBKDZJsAgYAdSXRLSwD18+dy+T2OCakk+PiAaA/Rwysj+8/zgGpCphc5zo1XOKUkFAH5cpFVhx3F3ROfUtJeomRHhnEWXYvZzxlQMMcg66qdszYSkFuXQ/j9RLndNdBn6HVz3GDU/Z0SNZt5Mq5tgVyQK+Ge7p+SRfVg0xuX3kjhKiAEMsJTNGTmNz98oXviVzZOBnLq/giS+N6XCVLiVyZenLT4+xoP7XGU6RWSH8Oe06MAYJ1i4NcUhIAaF7Q+2rKNHEyJ5ezTa68RTKidzhj7KMA3gLwDxljP84Y+53QTsi/B8C/eabz2yISmsl15cpaShmTegRHCBWAXCZ85je2kVNl0evJNX//EGF8umcU5GbkNoDpV7RMrgW5uTm5hiEQAmjR3EKuvFyi4LExGEwmsnJl5YwQqmYyuU2h8ZR5JnIVd5vUiAcDk1txBrmwq6onV7Ygt4DJtQCDVyprPOUxuTlDOVcG7sxkzIJch8nVI1mW7x0l46m6xr7pteIiUkEIrrFVHwXrw5ppxj8JoCuRKztrZlN1OCWuE52T+f7IXGjBysxgPNUOLTMFc7+JNW3KenLHTG6K8SYZuMO8pUYITWdHqyzwvusIypUzJo4a5FqGkpfJlU1LgQ3+0iMw9HEml0+Z3CjInTC5+jtLMZR3HVO5ch7kukUWKp5mFF6uySLJlTOqIjKeKlXLOGtHXclFQa5SvvEUMbnX8fVPKV8Ft/XkbpGLVEn3PwXwm5VSn2CM/SYA/xeAjyql/sZ5Tm2LVIx7cu3okONVuE5P1fNdmVzZ9iN5cmWbXASSYbeniY7PbWitL1ceDBruuVz5nacAXg4eF2Jyd3vgnZKeXANytVx5hruylSu3y21odH+Yqi03kt8ck+vKlfX4kznGU2kml74Lw6RVlU40YiC3e/MdAHvwB8OQBl4vD3K1CZ3+MLtL/dkPiXmutBYYcxMh8sZTHpObmX8dlSsnmIyu0+7ZLpO7BpaBOz2IOxfkPno0OT7I5HKV78l1lAStSoM36lN3mNzUdRr3CZN5YNsuJqslVVF/onuQ9pWA/HMsVyYmNwly2QRkFBVZHDfweUxu2pTxHEHn1OnnuEab7EO2r5kYKhV6Q9hgL75gRmVN76dYT250hBAxuT7YWxLkjvdsm0N1Tw+IPUGyc4zSSBmQGSHk7F1kJJWTK1vjqSK5MpuC3AXHidFnUB1QVWge6jUtZZ412ePFBnK3SEfqDj8ppT4BAEqpvw/glzaAu56YypVNL97TDJPrgda4m6x1V/Z6eHdCJxc3055c2mBdJtcu7hEmV46YXKuASsl61hqe8dQ7T6PHBY2n9ixvPKUGAKAZnxnGU3aEUGJO5F3HkKiacQG7Urly6zC5Cl2flmb6TC5PmlLQd+H2UKKNy5XffEf/XRfkigq9Wh7kklz5Uj9EKSb3NnLlCm5Pbmb+dUyunGPSHBmuqNTic0etq7Q+IYH9zhjEZZhcD+SKOMgdmFwH5PYFTK7jON7wvozJtf3XBc7Edx2DXPlE+1HJCCuSKzdpMEb+EGO5cpbJ9XsoU0zuhF0Wpl1oQZBL61l3GlpUMrOmtVzUyJXtyLWcAd0I5OLFF6MzeWM9uTG1lt0P7Nq0BpA7YXItyE2MuqGZtHN6cp2Crm31ysqVbTHglkzuSS7XuuCB3LpG3Zg+5Js45d33SjPeNEKIbcZTWyQjdYd/gDH2Hzr//dD9b6XUf313p7VFLjy5Muc0OuR4HV4gNDNbFffkWibXY2b3QicX19fB8wEQHFHURgbS992wEQBaASXQ3nu5snznKnrc2NEXKAC51sTCkyvPc1cW6NC1y29olfIVAimQO5YrFzG5rpSpuCfXuceZjBoFybc0yOUPL+h3lahWweSOQe4xwdqPnTlzIJdku8Tkph1Px3LlWSDXJmC8R3tcgVwZg1pmvwPeSMiV6bmrfTVLd13O5Pbg6FsZrT6TC6tlcoXEKVP40edh+n6FfSbihbi7Dk+ubAqts+TKO36rnvDYc21fY/8+MbmZ4+mczHu8uxa5cncELi8hbmTS0Ve/RpGDPa0DSQNE5TkrAwBeMEzu0xOAC+9/9Yq57bsDk9vKoNGYHTdIIPfCMJoLmiaOQS7n+tzkdXi9tK8Zj+vJjr9z5+Taubc5ufLOV8Ele3KDTO5yayx9BuUXo2L5ImB6cp2CKxVmNiZ3i0ikst7vAvAo8d9bLBiTEUJWrhwBuVoyXNHmAQDikd6QgiC3mzK59YXQroJX1xgv10HjKbu4x8YFdL1O5pxNUyTmSq45PCb3ybQIYGNiCgVgt6/SINe6UFspZ21693IzkT258pPkSIy7jkGubJIY29eUkyv3w6ase0d50oXVA8W7fI8ZMLpnWReXK7/1RP/dhyO5slpeVmuLB/sHRq7cpoGPQDtSBogoeCO58thduVCuXCwXdY2neL+olA4YGe2YNbakJ9djcmsVlRMPhUF7rP7ZtojLIOXAfABAI3qc+vhYo7GCR9QMChX6w2lxt1ohj77xVIJBBJz7KWM8NV7/hiJL+pmYMLmJHsrJe9RYzwih7gjsdrofPOP8TrJud4RVyhuCDUVpCsvkXgmMQa5UlQdyiclVZv9qGv94GiHkj8ZZFZNb6XPrruIgt3eKJsNnNnOUq+mTN27NyYF77Zky5HNF5moW5LqtDoln4q6DrquZ00yfISFXVsonCDa58ha5iIJcpdSfPOeJbDEvxnb+eSZXAhBeAsbf9xIAoDtJAP5iZ42nPGbWOuI+vZncOCkmN96Tq7zKImBB7v1jct94Y/j3FMgNMrkXLO2u3MkJk1vUa+q4K3O8nZxFedcxMZ6yIDfh+EwJvcvkIpwc2fcY9+SmEvrQPVuzLlpxl4/f1cc/uqTf8bpaHOR6TG4ByO06nzXlIt5rb/9+hUGmeGt35YSsdiJX5go3C4NcKaFH3ACayd0bg7jDW9HjAZ/J1RLkjLuyUcu4iWoM5JKskZjcHqc+Xqsm4E09ucbo6WY5kOv15Fqn2oRMdipXZrrYemonxVYg0MNriywJJYHbbzowuYgW1CY9uQ2MXDmu4rnroHW/1SCXc4U2AdT967QfevNzxlMBkFujRXs9XQ/GxlPE5No5s6N1fMLkWpC7FiaXc4hdHuSS8Vm9G/KgRC88PdeFTG7fSgDVxF05OeN9wuT2izK5dP8ZufwActNMrg9y2TZCaItkZPWLjLE/F/j1OwA+ppT6W5//U9qiJLSjqgNyL4xM8Sr8sFtnXSsPAwDxgVf0/3tyA8A3/JB2hFDjML8XZnF/epjcOEPCFgC5sZl4stfzPUcgN9W7stZ4/XMSe5xwwAXku3mQ68q0dxdpJpcMuhzmrVXz5cr2O10ibsPk6o3f6cnlTqIQBLnKk3xRAn0Mz1gMMbn6/gsnw91jTde7TG4luN5kIxX6cwQ5w0K3FFSsxyHHWrmu5nW+F48z57oKFDG5E7loxnhlzOQ+SYC3c8SYyd1fsDIm11lj64ahyzC5Vi5PTG7uOo2ZXNTmf0y/84nJmPVhuGmDs8vPEcQuy3k9uRNm7NAFP8MYFA9FloKeXNcoCMJUOqb34ZQtZutxVyYmV+Em0wcK+DLtfG9+j5BcucEJp+vpmhxlciG0t8cLL/jHWyZ3xmicuw7vugoBvtfnlpqi4MrfqW3L3h8RkFs5BV3bnxqVK58kgLpYrjxWQwBGLbPgzOyxXJk+wyHtaq5Brr4xNrnyFrkoycr2AP4JAL9o/vkqAK8A+KOMsf/2Ds9ti0R4cmXOCeTGpB7kluzIlfn7Dch9N2AkFTKqMkxu6PiBFZvhrtypyaapJVbBw1cdr3+mxRfiVwGEr4+NMJPLdfIcq6BbkOu6K8/oYaMRQgt6M3gmExhArq3ch4LkyiEmN/IeXpXXSiFjRRYynnJACZNxJtewztxxKKfZkqnBtHccNK4CAGtq7KoWx6xceXDozZkRkfGUTcBqaIY8QhN5CZXbk5tjctVwTrVQWt63YND9BJhCIisynvLWzLqKJpJ0neoRyE08p+Pr1GQMjyZyZQtyI2aA5whXrlztajCWHr8TY2Zjs1NjcuXUSKoQKEmtNeP3qBu2uPEUnVN7APZ7CN4XSa7tHsy5ea6PZesAhWVyA/NNe1RwLA98JjdgYElM7n4kw10DyLVyZXNu8iZhPNUPgJLatnJrrBpamHKf2669FnAPhcTMZ/BArkS7YCGRzqn35cqpmciTntxtTu4WmSi5w/8xAF+rlM5OGWPfAeDvAPjnAfzMHZ7bFomYyJUtkxtxprNA02UZ2PtfBUcXBq12Tm7tMrl6FeqeTpO80AihbDLSheTK+T6iNcbrn+vxBfgsfgkfgXyaB7nuQr2/zPfkjufkdmoGyK0qcNZnnTbvMgbjKQsUTaKQlCurOJMbeQ+3aJJL6INjrxKja6whmnBADLcOzjc3wOVl8HV3Hbqfy1zgusZedDjIdJ/meD511nDGNZ6yzMSxD8pqx8kzVehllZR/ujJcwRXaRK/pOYIkh4BhcqskkztmTQGg3jE9FijAtI7vv1KQ6zqt17XCtQVXFxfB44FBpuwyuUuFy+TistEFjbbcXTlXPB23a8ySy7tyZYho8jwxntphcZA7lisLrsrNs9x5rkeJKSfrrANjJvfFF9HgOuiKK1WFKjRxIeIBMPTkrpDJ7Q3ItcX+hLtyUP6ecaSvVDfIlTNrgd032a7xjj9FDAfDIHctcuVRT27iu5705Nabu/IW6Sgplf8aAA+c/34A4IuUUhJAvClhizsNb4ajB3Ij1vyWyXWMpPC+92nX3RBo7YzropOYUYIU6EWhRXRGT24vpyC3rmRyaPpa47U3KnwRPgMgXASwMQGg0Ni1RROvoHchuXJ+hIv7HrxSkHJ58w6SK1t35QTIJYaSmNw0uzKeJ0ysQUQSHezJTcwOJDM2B+RWtZErL8jkunLlAeTG65c0uovuJ4auiifo9D2MErAsQz7uyUUTdfPRIGOQ4dZCLSqlA+zndkDuZRrkhpjc2jpRFzjSF7tQG6MWAGjqQia3GfrUgXWAXCGPQKNBbou6WK5MACDSuxc1nroNk1sCcs1Yo9XIlduDAbkzHKLd6xQplMfm5OLRI83kBorZvZrH5JJaZsRQpgyV7jomcvkCkOveT1WliwM5Hw1vhFCGINCFb0fRQWtH2sndB7lK5xELRcxdOWYyphSgFNP3oNHAc1FtTO4WySi5w78NwE8zxn4MAAPw2wD8F4yxBwB++A7PbYtEjN2VGwK54UWxa3tUkGCNU4V99VUNcq+mSVsv/fE+uLfjqQAAIABJREFU5m303wqA3LH0zjs+NhOvw1SuzO8fk9v3wBtPmkGunDGkAHzQYFt0Ttcd9oHX9DIgV1YC6ngKGq+EQK6o1KL7gFe1xdDrnXVXdpIqnusFtaOWGs1oZXvCAz25KbkyMblNhMldKFy5MoHcmxAXo0Oeei1XtsZTHJAsDTI84ymHyY2dD+CwXFaGZscOBXocuw4Qrly5VlqtsGB4TG5dY/+AQ0KguzoGN84Qkyt2XN+zV1fAo0fB46t6xN7k5mn2TnJbpxnENTK5dE7dQTP9GZAbkyvnmNyJ8ZQSaSXBTOaN3qOu0eyY7o1eEcjldYUuQUOMPwNNaDiokUOHjnHRkcKA3BA46eGPEKoqgDGFTomkXHlNPbljZQC3BpyHVE+ub/IkuELbxc36qCfX3Hw5p2E9ZmzInQbjqQKQSy0hPVqIxfwkYnLl2Hdt51+7TG7FNyZ3i3RkQa5S6i8zxn4QwG+BBrnfopT6jPnf//FdntwW8SDpEKB7ci/1VxkFuacpaNVM7gnd0wAza/tlQyA3UMFMGk8lenIncuWqT1af1xiPHwOyr/AF+CwAQAaKBjZiTC6gv7sgyA0wuYBOCEIwIMjkchXt1zlHeFXbqhqY3MRYI7caDmgmt0iu7Mi6gTyTaxMqwMqVw+CKmFznHl8DyJ3IlWuJQ19HE/ru1E/lylW6J9I1niKQESteufJStycXjf7u9tO7XEqgdkCuEAYURz7DOUIXEp2eXONcfXzaBjfOMWsKAPXeMHxXT4J/HxjuJwK5OYMkl8lt0iB3bIblmrEtFZ5cuWm0A3XBSKCxXDnXk2uPZ0w/16e+0W8+ltvCWWsc46kUQzSRRO+XZ3LpfrJMbsMgM7NZgWGNpX0oAoyjxlMXF2hwQnuargdSca+ICBhvhS7sYzD4HpSPxrnrmDC5BcZTvfL3rpr36LpMS0iIyY1OppiOFQTiKpAok2tN61YAcnMS7VCrF2+qpCP4Fltk72zG2N8G8DsA/LBS6m86AHeLBWMiV740CVjEmU62hr1xQe7lpWZyQ6DVAlBXrmxBa0COexsmV7vhjplcde/kyq+/rn9+IfscgLyMCQgzubHvrrcFhxF4yzFpHgvKo0rRswSdU995bEmRXJlG3RTKlc3GT4xMJBmhc7oYOktTYxVs8cVjcndGrhyQo54ryIwI0IxM3ese75jUsh3LlYGOpUGuey/R/RdIau3xQESunJB/+sZTDvO7UBC4B7Rc+YH+4IenaQmr2LkgVxiQOx0tMzC5M3tye1+mmAJXY+C9KiZXHnyQWyJXdpPhyP0XKvI1XGbHXnH4a9McJrfeVYv35NL9ZHty6wpdn5crT3qXI3LRqFyZMdRcBT96D3+EEOB4K4SYXGuodDGS4a4J5BaYt0nJfH8IrjIFWqXXv3FPbuy7GLWc5Bzsvc9gevdJQbHQGjvOCW7D5PKalxs/fs/3AD/0Q+/xrLe4b1FSvvmvAPxzAD7OGPufGWN/gDEWIpy2OGNMjKcsyI0sil1gJi1gmNMAKOv7uFw5NA9vYHKdBC+XjIwMcAALcpd1VZ0br72mf35B/SaAOwC5Mly1zTFpPguqVgFybdWWQG6GyfXBVc4FmIWZ3OuMoY0LcrmMJobBntymhoRYFOR6cuWmwb7ude9oDDR0vlxZg9y05NVNLEqNf8aghJjcyHtwNYyGEnXaDOsc4THkQmD/0KhlnoY/A8nZL5z1bG/kyqme3Ho0JzfZk+uv4zkmdzJCaJd2HD9HELvcDiA3N7oGmPbM5toQvOsk+uT950pxb9OT2+wrSIior8I5gs7pdAM0jZbKJ2ZNR+XKESZ3vB670Yg+eGklOKoqwORmenIncuUVgVzau1JyZTuT1tl/cz257rUdRgLFQK68JZM7AG8tV14O5Hqu1W4xNPJdhyZT8LrSRebYTevGt34r8OdCE1G3eJYjiyaUUj+ulPpjAD4C4DsB/CEAr931iW2RjqmUziRgkYKW7NSUyYVZfANVfZIrh5jcwPG3YnIDxlOCq6Rcb41BTG6jQa48tsXJEZAHuTLC5EZl4EG5ctqE5K7DM55yE4U5cuUck2udF0fGU7GiA92zF0P/qkgxuYE5qNYgpX93ytSdK0jqBmi5cpMGuVTwchjvjmVMUVzpXSGTFmRykyC385K2FPN2jhgzubuH+oMfrsLgisz99o6R3kUBkytm9ORKNWFwZhlPGRnokiOE6Jy6I8mDS5hcCwJm3X/E5PZZJYEd4XIbd+V6r18UGqNzrqD1rNOGXryZAXLfi1wZuod+YnqklB4hNFpOickNsG9RJjdR+LnrmDC5dv+NPEOhIgvd4yl3ZRe8caCCRBup8Y3lyjlzNfoMdUXtH0szudGe3Mj6FwS5dk5ujslVCvjMZ4An07aRLZ7tKFo5GGMXAH4/gH8fwD8F4K/c4TltURA6AZuC3JjUqGsTIDdQkSSWdXZPbgDkJma3TeTKAnpjVuHPscawIPcDu3cGF8XHj4PHppjcwzGyuFuQO+rJnSPX45xBxvHknUecyS2QKxcaT5FEbHSdYvMMadO8HIQpeqxC2KqAmFwnj1gLyHXlyvtdn5y7THJlJwGTCZAbZXKjbQj657gnN9d3yXvHXdnO7l24x9Fjck1PbgzkWmbRztEEgPqihkIF+WR6f9Az0YxAror3Fox9DLThUQGTaxjcNTC5nvFU06BuWFFP7sRdOTZeJbD+1Rkm15Ure2NuCh3srfFjzJn4HEF7sGxN7ygvn/XrMrmnOMhwHYDdaGo1Lc70vWZyxz25tliZYnLrkQHTWphczotBrsfMCpVWKwRY8rqS8Tm5I7ky55r0aGMz3l2Qa//+wi0hQ05w8nvtM0yuPycXWkmVA7lvvqmv/QZyn7so6cn9fgA/C+BrAfwFAF8PBP1utjhjkOMpAHA+MLkxqVHA5AkwoDKwWJNTrZPRk0w2xPzaRbQpZ3Jdsw96DQe6e2YJb0Huq/ungxTrrbeCx96GySX25r0wuYJBJvqz7jq8/hsX5EY+AxCQKydm4tmaiHudSplcX67cR9kPYnKdHK8yIFe+uxK5cl1jv1O6JzfGjNmClzGAEgLoEiAjNt4iB3KDcuUkyHXlymngc47Q9599mDj5ZUXN/YyZk8fkGkPA0CzyqLtyhtX0mNwMyCXW1DC4qzKeMowjgdy5cuXCOblAXq6sC0Wy2HgqyuRGxhqdI+icLEO+ExpYvftu8Pjxdc31RGomd5pDALoodepGaWHXoYc/JxfQe1G0J9cYcti1e41MLu0rkUJRyORJ2AJtxKCQ2sOcfGvPWxzacKo9NqMEDCjOSX1rJ58TKqluuOsYijI6J2AMqKsu+l17Pbl2hBAHJON5ufKnP61/biD3uYuSleO7AfxBAE/Mv/9JaNC7xYIxYXKNlO4Y2aCiTG7N0F23E+ZgLBU1bwMgLMnqpXWenWc8NZmTW6uolGmt8e67QFO12O0cKdbbbwePDTG5lDzHZGKfj55cy5AvFDG5ct+FE1U7E28M1GPsypg9BBwmN9I7FWJyRRWfzxpkco2sTj5d2l250zI0zrFrkJYrW3dlp2iSkysHjacyTJpVaTAGCCsXLQS5BHyWlitD6oSqqgbFxXWkuHSUYOi9ookw90f7JJDQx3py0ST6qX1VR7MvZHInPbnLg1zR3miAmAG5UbnyDCa3sdLMucZTJSCXczQXRkm1AiaXQO7egNxIYj++rlRsbcP7RNR4CsYAbby/SIkOYnI4MblBd2X9UFiz3zWC3Ny+Et5/48AeCEvBH4gjrtppQQHQhcoxyG2qhLw5wOQ29VrkyqdBmcJl9LsOypV5/F7y4ld+Rf985533fN5b3K8I6/IAMMb+cQAfBfCvA3gTwPcDYEqp33mmc9siEeOe3OaBAbkRySsxuWOQe9mgexvAz/0c8JVfOfx9Oa0spobFa2agpvmnQL7HLCxXZjhZkDuaK7nWaFtgV+kEncbclDC5Y+OpmEzMXqexu3KH4IiVNTO5pcZTY5YBAEQdHxfgbYBjJjfiJEtJ3liurMLLYojJ5ft1gFyuBqnv/sKC3Ehya6VuHpObkysP92spk+uBMdHjJFNMmtIgwynk9ODoD6eynpo7CLdPExiKUYfomDZfQggAtVmX23cDCX2Kyc31R9ukcF+hB4e8PgblVRMm10ipu4gz+zmCgHd7Y4ynGNoUsI/IlbsZa0dT53tyrVrBY3JzUl/OAMbQ7PXauiSTS89dOwK5ESZ3Ilc21zUJciNy5XpXTftBuw4Se32NnEgxudTXvmIm9zbGZ8J6DERAruzMemmcjwHgQd3i6rQLHj+WKwN67zpFcoigXNmeU7cMoUDXycjrAQNyWx7Ma0Igt6rMczqHyV1wLN0W54/UyvFzAL4OwL+slPpnlVJ/HsByK/gWXhBABAAhwJoaNU5RoNRZ46mxXPnhhd5wfuqnwn/f2dBSslo7xD0oV0705E7GFFmnzXvE5J5OQM30hiNqlMuVzQaVB7nhntwY0xAcIVQvC3K9frECkBsyj+G7vFPtLCbXsMj80mHehIoy3kNiO/zOFnVW0ZNrQe6eaZAbeYZIruwUA3LOn+5zmusJD7rbWtYgBqTt+mS/u4IxHXcdlNTTddW/P95EFBQn6V1XAKgvDZMbALnRntwUq9n5a0dtQOvpaVyuXEGCNSbZJpC73FZOwNtxV26rXfL+A6YgI9a7F1o7alEgl1e3YHLNsSTJPyxfPLBMLr9o9F5UAnJdJjcBlCoVNp5qdmxi2NefOihUASaXQVZhwEdr8vi6LmhGGZfLp+XK3v3X5Jhc5RUeAeBB0+KqC4NcUnQ430UjJE59WOk0tJP57WdrYHJtTgCYInMmr2FQXi+yVFU5k9v3i05C2OL8kVo5fj+AzwL4UcbYdzHGvg7AVv5YSXhyZc61TBHH+AYVMJICAPFwh07sgyA3yuQGNnILJNwRQrQZqCpopOJ9BnoNu5cgt6laYLcbqtQlINdkFcUg1xxITEYEmATlUjXTm8FC4TG5rrtyN0NyvRM6aQs41d6GybWFGXY5VM/rpsq7K7tMrtDfmbxa7n7te6DqHTB2YUBuJKEid2WHyY0x5IBNbuX0/osA0LFcGdBy0VzvqAuK68YwY4FxZeeKsfEZyZUjX3V3kt5zDTigMjBbfGyyM6sn117XyzTIlRJe8YDclddgPNUfHZCbZ3Lfk1y5MfdfrPDjFIpmGU+NpOax2eXnCDqn9qDB2EVdzuQ6IDclF+WBlicAqPcVTsoHv/b+5qPDOQc6vgvLlY0RoZUrVxUgWDft9z1jjO8/2rtKenLtGlsXypVdkLtrcSXD0zpDPblUSEw4ua8R5NoRQoCzTwTuDa8n1wG5RSOELMgFNsnycxbRrFcp9TeUUv8agK8A8GMAvgnABxlj38EY+xfOdH5bRIIWRYA2nQvc4OYUM82JMLmCoXvhfROQG5qTS2Csm4JWsv5vAiA3kixIyTAaoTdsBvcI5LYtUJtEks4/AnJDYCzfC5VgcgtBLq8rdJFe03MEfe4xk6tYtAAC+Ak9t0YqCZDLoKYGXTEXzGMLht4HuXuur1OqGu725NrPsZBcWSlrDOUwuZeVNp6KJfTdFORmmdy+m8rlM0yuB3KbNMilcxozuZECxTmCwP1Yrhwb09b2HqAEHLD+dJqEjddMryc3xTi6xlNmPvrpKjK7d1Q8INCdMHy766BikdmP6hpoWaFc2QWhJXOaCeSyDMhVBOBoPcYuz+Sac1kDk0vPnQXrFzU61FBPCoynnBEux44HpxuQ23ioJ3fPJ4DJmpvZQqANIQzIDTK5U9+DhrXR0TjnCCkBxpRmeGYwuRyS5MeiqfT1ibCIpJxzQe5e4kpdDF+UE+NRYoBjJBV4jyDIzfTC33UMcuXTtK0gcE6xQrZCBXWTyRetXBnYzKeesyiZk3ullPpepdTvBfDFAH4awDff+ZltkYyxXBkA3sfexptXF+HjY0yuALoHLwC/8Avhv+/sNlTpRTPZoOyG5rr3eWAssGjJHuDViMm1C+89ArmnE9Cwkwa5gkE2F59XuTJ9F2OQEZF/hkEuT7J1dx1jaZKt1Mf6aUKSL3ERZ3JD13VwcO6CiYI8dpM+KGGTtcBGGGRyrYHW1TIglxIFNUi+dhcVDriIbvwkDXaNp1T83tDJre/GDCSKB4/1teNf/EXeTMY54K3e6Rtk6bmjISY3Oqbt2E+YXGIdAyCX1C9G8l7E5I4MappL/bOUybUgV0YS9HF8y7cAX/M1RYcWB8mVzfetGaU4yPXAGOez5zQDQLNDcl9xR7jsdhrU3OAiCnIp4eYj07DlzMCnxQAjle+fPE0ePzGeQhMtPLryfTfqC6Gf76fDexGTO+rJvbwErtjDcE+uPScnM22qbnGQyytzr81w9/aZ3Go+k7vvcYUHYca7CxhPzWVyd9WiIDckV04xuSm1VtYt/jOfGdbljcl9rmKWflEp9ZZS6r9XSn3tXZ3QFmWhEzAf5L6fv4nXry+Dx3c22QmB3ADT2sspKKZKL3aThZQ2tJGxARAHY1qu7CcquX7CNYbL5HIOdM3lreTK0XEBIxMwT66cYhxdkLvjyf6su46oXDkCvMOfoY4yuaHr6hVZQpvmaQpyG5usBUBusCfXgvWF5MrDdXWYXDPPNd6nGWByVcZ4ymFyB5AR6af+wf8dAFD9l99Gv2uaDEM57jVdCch1mVxa/2IOppbJdeXK9h4MjLGyTO4cuTIBb8vkWmOrq8h3fRrNRK4Z/b4k/syfAX7yJ4sOLQ6SK5trVddAx/JzcisGoKpu5S5Po5Zy6gYhwBhwsetxjctiuTJ9d2uQK5vv23oNyHfSIHfSkxtRgaSMp5pLMWGNaW70CBO//DLwGC8lgYzH5K4B5Nq3d/euzAg/r8WoYfoej4FcO0nABbkXBuSGPChCTG6NPJO7c4xB95X+znIs6B1FUK7cqKhBV6wnFwDkTaa69OabwIc/rP+9lMn99m8HPvShoKphi/sTyzXpbfGewpMrmyf9VfEYb8RA7ki2ZoMS3NFmnmJyj9hNFlJrGFGFRgjFZLU98yq2AHD5ADq5uEcg93QCGlgmF7OZ3Evzld104XEBfW/AlGHFbiNXFvs6OU7iriNqPBVhcoPuyk2V7cn1JK+uS2ooUWg7T1IGAPuHQhdZAtXeTvrXH3A22YVArjeayYLch/oED+9GEvTOLwboMQxVRq7cTpncmFz5Wl+L6qt+A/2usf1fyREuzndnQO7SvaMhkBtj62hM2yjxBCJyZWvWtwswuaVyZQNyT9fhYkB3lJOZyMA65Moek8vyI4Ss7HWWXJ6Mf6pikAsAF/s0kzs+p+HeWC4hHsuPLZPbvRM2xZu4K7tKrRB7KBNzcs0IpfatAeQOPbk+k/vSS8Db6qVwsdJ+dy6Ty+XyIHcGkzvcG5W3Z3fVVAFnI8jkXioNckOATwaYXCvJL2ZyzTixq2WZXN4dh+c0AdS9nty5TO7bbwO/9tfqfy/Ngb7xG4Ff/uV7lYtuMY0N5N7TCMmVX62f4PWbh9Hjo0yu4nqVdSSdciTVA0Y9Y6NFyBpGuExuHoyxiVz58gHTycU9Wlja1oDc3U4zufU8JteC3OsYyJX+pl8uV+7phXxfa7C3EMiNjhCaIVcmF+DEJh40norIxPqTnDC5uwdCF3ECIJcYqJBc+XrhanjfOiBXn1QU5Eo1AT4pubKUKsjkdicZ7t0bOaQCWi56L+XKalgzh7aCiPt2m5ArB5hWavFoRiA6NU6nZ5MRQkAc5JLjs/mu6ZlYAci1BQEywMnJlUeOu22L4P0XZHLtPOHYCBfpz2wnkDvbeGo5kDteM6n/ugTkCuErtSJMmvs8uEGKgsfDe8Xkyi+/DDzuX/CkzfQeAbVMU3U4RcwAzxEeyOW8fITQyJ+krcLXFTAF/zHIfYAoyA26K1tJfimTe6HPL6YCueugYpRToCXFT+EEBVJSRSYoANC55OEwgNy5cuVN3nyvYwO59zS01NffEd6/f4I3jo+C6oquy4BcwNvQSa5czOQawwinalvC5NLmYeLiQXUvmdzaYXK7eh6Tu98DDD2uuoiTYu+D3Jy7Mm0GDqu+FpBbdadby5W1C7CAelrWk5tlcgNy5d2jBi0a6it1wzK5Qbny9cLmHX073E8Pzczsqwi717GJrLvrEz25cipvBuLAxDpm+/csS4NcW1Sz7sqWZVhwhJBmcoc1k0BoJJ/qAnJlelYD7srD2LV57sre/OHE7HJAJ+Kh725JkDuWKwuR/8zAsJ7RNVVVctSIq9IgY6Qok+uvNZcXSu9DhUwuGU+tqSfXftdPwmZHY4M4b3+PgNyqD8uV6wf6Rjw9Ht7Lglwrkbfx0kvA292jYOuMHXM3ZXKn73muiDG5spXB3mW6X0f+JB0LF1mUAlRIrvwAuMYDqOswk8vhV7/rXZVncj25smHfAyqTc8R45BXgtBUk5MpBJjcFct9+W//80i/VP0tyINfDYzOqutexgdx7GuR0yDlJYl7dX0EqjsePp8ePR0/Y0CDX3AYOyCWDk4C78gnNpLpl5526wIoxoBY93sIr4WRYTUHu5UOOE3aLgYbbxOkENOo4yJXr3SwmlzHgsm5x3TXB14xBbrFc2S04XC4Lcj8fcuWUyRMdX2Fgr10mN1TdDjG5j0yy9mYgAQuwDGuWK988DQMfWgs846mEXNlK40wC5hVZIlI6YCaTa0HGCy/oc7IJ2IJyZc1cSY9lAOIu6F3rF1kApyCQYnJDcuUYq6lGTK4FuTEm1wLvEchNJoUm7gqwBeXKmZ5wICBXjoBWeiY4GwoUFxm5shzLlVEmVx4xuUuC3AEEKH+NfTfu6AsMa2xVAYL3aZAbM54yINdlcm0hxVV3AZrJPfQ7HN4Jm1ECYybXzH9dKMYg19tXZozrifXkejJcF+Q+0tft5nFof1STyRSNNZIqBblWYr4QkxuSKzc7FmWjQxMUKCc4JtYzmxB/6EP4JD6MX/l0gdriU58a/n0Dufc6NpB7T4P6YxwQ+v5Lvbi9/vr0+E6yIJPLeZjJlZJF5+QeMQVxJFEcbWj/0m9+Dd+Dfwvvvj1NFjST6//u8pF+v5sny40OmRttC9TqNBhP8b2+PiFH3wDjCOjB79f9LjK6QaGqpgx5rMcxBHL5RbNoT643LsBJwPpIL2jQXdkm6AFAOWZ7vOPn9OS+qDfP41vTROEk/YQWWKlc+ZH+eXMV6RnrAcGGfnvN5MZBrmz9Oc05kGFBrsfG2OQlIYnmkMAXfiEAV668LMh1mdyqAkQlo3NEZRdnckPzfvvWMrn67zMGcK7S18nKlR89AlDA5J4iTG4BQ/7GG9lDbhXjNbBYrjxiTWMGNQPIcBL6Hc/05I6Y3Et1O+OpBbctKYHKgjGXyX03JtHWPz0HcTvCJQhy1STnsNE8NMXBd4bXpXpyAeDxk+lzREDdY3K7RUGuZ5Dp9uRCBCXXIZCrmdy0lDgGcq/eDuyPHVCNTDvrfTXPeMqC3IVmkYcmAxAbnevJHRtPpXpyDZP7fT/zlfgyfBL/7l//3fmT+/jHh3/f5Mr3OjaQe0+DXDYdEPrqA73BhJITAq0hubLtd3Gq1vT3nd2Gc52EhUBuiMkFgD/+b3wKb+MV/JW/+dL0nAJy5csX9Llcv7tccjs3Jkyu2OkLGJJjBZhcALisO91/E5TfsVly5TDI3a2HyR3LlRM9ud6cXHubBqSfwc+cYXL7NsDkvqiTjMNb0+OPnd+bCThy5Zy74x3FuNcZ0H3tQBzkdpKB8+G54xyQVvoZnMnYe0Apx+SG5MokQ4ugACrCffCDALCKea7aVdpfM3e8wzHigk5MbiHIlYalrnZOX12toj25nqzxlVe8vx+bzzp2fJ4Dcl97LXvIraLr9D7CAHJXbpXIy5XroSgDJFzTAz2RzUUG5I6Z3Iv7x+R6LsBzQa5VBtQqyuTKbqruslE/1PdX+2QKcsdy5Zdf1j8fP53+HSmZBtJONLxfnMmtYiA3ZYI47smNMLmhkUMA8OAFA3IfBwpkvZr4mTR7Hpcrm/yM74e1pjbjx5YCucFRXxaoz5UrF4DcP/F9vw4A8KnHL+ZPzgW5G5N7r2MDufc0qDfLZXJf0ElCmMk1PVABubKMypUVSaFtkDHAGOQGenIB4J/+qhu8gHfw//7yVIorVeUl2wBwYVio+wRy2xZo+iP1l3XMXOPkqBvfufpy12nmIOZCzWf0OocA3+UOClWw1/QcQRu56b+ZJVces1ABN0g6PmB8FmdyAyDX9rM+DoFcfdIuyB16gk5BgHjXMciVB5BrP06UyfVrYxAC6FWFHiysDOgSTG6xXLnK9OQaVYfJgOvLZVkGIGy0o/sDY0zu1F2Z7tmbdqLSsCOExrLGaK+zu3a8qBM1mxMfbiKze0/9rZnc0D7y+Yiuc+Sflsnt8yA3yOSm5Mpu8SCRPANOj6N5eC4u2K1A7tJMbtAFOOKeG2RymzjI7UfmXG6Q8ZQzKmuQK4dB7tuH/aSntVcAZyPwJiROamm58mDy6e1dCSa3cpQENKoxB948kKtff/VOAOTKKZPbXPC48ZRpT/CYXLPGnq6WBbm+QRyfZTxF34VUwf5oAARyf/VNM82CFcy0/+xnh38vALmnE/Ct3xpM+bZYODaQe0+DenKdBOzVF/ViFWRy+wSTGwC5fc8mmw0A7HYMR/FQzx1zzycwQggA0DTY4YjjIeCCGZIrm4U9lqCvMU4noO6Pg1wZZuXNJWBOAeHBzjC5ISMpBa8YUOyufOEk2xc6CYnNTLzroA0q1JObkyuPwFWpXDnP5Pb6718OY7fIfOXt6UZ47Dg4unBPbgRI33UMswYDIDcCfGTPIKrp/RT7LsY9uVkmLSBXrndx4ymlAIUK/OEFPRP1I/0hluoXI2ncCOTuhMRRNUHwQ2PaQkxugPWRJ9uTW3vH557rat/QxTUtzHhzx4CfAAAgAElEQVT3JgwCupMKuysX9Dq7TO7ns34jJYb7j5jchPFZRK4cu/9CctGmiYNi+xr3HqdRdjPlykv35BLwcZjcmF9AaNTSbpcynlJxJtcaT10P99UgV/Y3eZIrYzpGSEo2BW+8x6kPTx44R0h5S7myCyjrApDLlHdtH7xoQe70WZUjnw4A2F1WevxdqLhuQa7D5DaWyV3IwX488gpIA/WhJxcTn45YsRwA8PgxbrDHk6dGJXgqcOq+vh4ucIFc+WMfA/7UnwJ+9Efzf3qL88YGcu9paDmxn4C9/yW9kCV7crn/gFM/HjBlcoMgFzjuXojKld3Ewr4gCnJVNT4d6sm9vlp+APfHPw584hP549pWoVGHQa4M853EZg2yHmy/835/uZNRJrfv4TG5xe7Kewfkmmp693gZkPue5MrjBD3ATIyTTmAExkLV7RCTa0Huk+l7nCRHU/kJgd0He1SLlHFDcmX7ca6vWfA1XV+BO3lqThlATuulcmX7XXty5TiTS9/dw+F7oBmfC89wHMuVG6Hic0QtkxsEufWkfaG3a+YoGY4xufRdXw5/34LcJzdhEEB9wuMCxUyQGyE0bxWayTUfhpjceJI6LmBle8Lt+ucyuQ1wwg7qJjMn1zK5l1WWyWXowWpBfx8A2uOy8noqGjuFxO461gevf3pMrjWIS81mDTG5AeWFzQlicuW38fL0mYgyuQuDXIfJzYHcmFw5u14K7he+X9Y31dWT6bPau8DbxMOHDE/ZozTIvXBHDun3ivXz33UE5cq2rSBl0FUP18nLI2ITOd5+G5/DB+k/r4+FINe0zpQwufatF6hzb5GJDeTe09DjLUaS10ccF7iO9+SyfiI/joNcNllEAZMsNAEm10oU6ymTu8chmL8E5co2QV8ByP2GbwC+6Zvyx+kRQu3A5Fojr8iGxlnvSRoB4MG+1yA3lNwqFjSe6iCixlMMPdjlABooCXu8jJ5mLFdmDGBMlcmVx0xuwHk7BHK9DTCUtAXmmlq12PHJdMM8SoEd8xNG7z0WALlj12rAYXIPYZAre+bNrszL3z8PcuUGaHMg99HAqNeNPr+lZzjyvvWZ3Nq4zwYSqv+fvfcMsy27qkPHDmefXOHm2zm3WiC1wJJorIcFEskgeMICZGOMhfhIxgjZHx820fDgGcnGyOD3wGAwiPBhC5CQaAmEaAQotVBoqaVW56C+3fd2Vd17K5+00/sx11p7hbn2OXW76lY1r+afU2Gfc3Zca441xhwzk4sBkZncAuLcWgm9ZLoMMCYZ77qFHw3kCv8pbIx4EJClfPun2ho2Efpi6W6D3Dgy5colQq/jsy1Xlqd3mlzZqD+UCzND/3fo56nTC7zjMSAWHrXk/CAwuYZcWa/JnQZyQ6i8oJ7JranJTSRgqm6UTC7iNGqYXPuZyEW/WC2SuNh/kBtUIDcMtbmrTq6sPddxLOrO62pyrcWA3iK9f3uTMbAsNJMxuX0P2Cq79XJlbeFbLegO9hfk6ossdcZTXGtE5YlRx+SurmKpdR0A4Oq5Nepi4ZM2yxgO6UZttWYCufKrhx++Z3cHy8N41nEIcp+jwTG5aLdxBKts95qsCMhR1YpGA5VbqCFXdldUATEJJj1vTa5XrszMs3kZunJlkecehBWx9XWw7ZjsmIxLJHqfXAlyPSxDGJRmYSeATqvwy5U9Nbl1ssYoMBlKlYStz1CPsgdhM7kATVA7kSvXMRO2pBGYzuQWWU7XQlv4kZdlxLh7j/MYzdD8uzKc8Rh+7HVU7sqTynhKPEN1IFcfNmaRjuts4DS5KOuunACTgDeeUscw11V/mwZK9jrU/WfX5Er3WQ+4iq2FxHomV8g5LTA2tQyhW40d3S4taG2M+R7beVryxlOT/WNySa4sHlghVwb87LJdbx8E1OpmqvGUxpBPbbUkQa5kcrsRMbmeiUiNsTP2UL4cUejAZycgVxszk2ZIIJcDSplfrqwWUbXzm3taCEmQ62dyLbnygQC5lVwZgChLml2urPKCOrlybDKM3SP0zG5/8B7goYfM9+gLGiJ6PWCENms0xsmVVT3/YH/UB6xcOQEmAX//qfPkW8iuYXKf6d4IALjh1IDyrLNn63duMKCJdH5+JrmyBLmDX/p14Kd/eur2h3H54hDkPkeDq8lFu40OtjEc+Opf3cEsSYBJxrQQKtzaGEDImeKu20Io5yc0BXLHbsLNypVlgs4cw+WO4XA2sJ2mgskVxlO5fKw8ibDdPggAup3CL1cusWPjKdupUSXbG/sDctUElVVgLIpmkCtrdUpVj0/X5Ikz+5hWL1ukhXOPq9XtrdlAbq9Hr1vosQnPXkdtTa4H5GZl5F8MYO4nu9Z0GpPLyZUbDX+fXFW7p4Fc9R373d6isGpypTEPx+RmGngTUQdyOSa30QiQhs36Z6JbPddBAMw1htiYNJ3taZ94JjcbF2y7Mj3023ka8bGTyDJtAVUwuQCQTjw15Ey9fSPeofGUBKEekx17zJTuyuUm/0zbfecPSgshtnZ0krMXUN3j2hzcbAe1TK7PeIpz+c49TG6zCbSbOc/kFoFTJkVS88bu3oQ7CEOurLddmwZyW1ZNbsnPQ7Z7uAwFcu//PPAt32L8r2BqcqWqY2uDccgXfWT1EialWhruD8hl5cpJjVxe1uTG7hxfIKytyX2meS0A4IbrqTVY+djj9TsnQe7c3I7kykO0gbvvnrr9YVy+OAS5z9EguXLOgNwBBlvuZJAVoZOAAYKZZZjcOlA8jjqOXDlPBXtjDdQVk7szkDsY8gn65YzRaDZybjKBYnKjSGvJ5AO5QeEyue2yxngq2FFNbh2Tu98gN0pHFcgNZ5ArN0Kn/oZjZjlWQiV5DZ6RKbKdgdxJ4dbkysRiE32vc+tehm3oBWiSf0/tUV4EO6rJtQFAGBJj5DVS8ciVvSB3hRbMOCY33ScmV53XwnSkTyRYZ+XKbks041mdkcmdhK3aZyLUyhAAYC4ZYyPtONsDQJ6BN54q/X2RZei7sGdMrgFyeeDNgYBGo9yRXFkxjR6THdViTzw8nQ55K6SbfqMqfXv5DE3y6GCAMdvcr8bpXz+vzXZNCxdpzlXH5OpyZcHkxombZi7O5SyTmxehy+RKZ+x9sq615cryxSdXrpQEplw5K0I6r7bLumIoLZAr++Siq9zU1T5ZbQUBbcF1k3mGxrIm15Urjxi/lMsRrLtyImTddX1ytfM0c01ufCUA4LpbWygRYvzQ5+t3bjCgZ3tGkKuYXHRMZ+bD2Pc4BLnP0VByZT2TVCDXBadZ7ge5aea2DylqmNxx2CYmVxusVQshm8mVxlMpB3Ijf03uaP9vzdFoViY3MOTKqiVTHci1mNxOGzVM7iXIlS0mVzEZm/ts5KPJlRWTWydXtsw7AD5p85l9AEDuAbl5VjqJQlWT656ncd7wMrmb6Psn2T0MlSiIWmeArnWAAkOPi2Rehoh3wOQqAKAtzMQ1TFpR8HLltPR8/jNU/Bkt9NXfFDjc7x6OFpObJPAyuXkeOGOs8azaCb3sLW4xjmnY5M+THGN7FshtjrCRtZ3tAWJyWZDr6fGph74Lu16TG4gTrMmVUzRYKpRKZ8wF3VlasnAg12eykxdwmFwAGG74pb4RcrUqGwRAEmVedcPliKLw1OROZRyr89RsBhgHrZ27K0smdzxDTgBgYb4kkGvtFx2DxeTKtjJM3/nLEUbpli5XDhr1iwd2Ta5c/LYWsOSzFSdmjtQVa37b6AKnTjn7tCOQK1qG6SBXyZUv/7QFwAK5miJigibK7Tq58s5B7jPhaRw9CixcS4sFg0emyJWHw0uSKw/RBpaWpm5/GJcv9h9JHMYlBcmVLSa30yGQy5g25aXfSAoQCYaWydRtPwlbtK026ag6PE9N7mji3mo5/DW5Pqnl5YxZQe5EypUVkzuDXNlicrtdYIAuSqZ4OS9DhD5Q4qlx1FkGQGPGPMzEXkcl/9TkynEwXa7MTGhcgl4nV86SNr/inhUO86aY3FHhrOCOixhND5O7hd7+gty8Oq9BAHSiMYapm4wCrlx5ak1u4S6a1LXEyHP6bKcmF032/s5WaRyJe9XnK3A42h9WTN2vpWU81ZzC5EY8k7ujmtzAYzwl2n9FPbP+dq6VYiPvOtsDmtRcZ+GDYiajtL0Eubpc2VgI8IwFNrhStcszypU5Oa3xnsJlcgFgwDjbyu+IkFdIBEAjKmt78e51kHP/JYBcDfgkCTAO2vXGU5y7sswjtOfV23EBQH8uoDHTXvgpQ7eFUGd/Qa66/wCNyQ1IIcSdV3ncLZvJjVACzrnl5jqAxpowLLG9eLULjMvQaAMHaKqibSbXGvtB7nifQK7RwkpboAXqfTe4NoG1xlMXL+KZ4iROnapaVA4e87OtaQo8vdFH2Z5drmyA3PPnp5aCHMbli0OQ+xwN5a5syZXbGLL1rFkRVo6WWqikHk23T65P3gzxJq0uN888E5qUK6fMwFsnV57F5n2PY5aa3DwHytJkcrMiqD6A2Z6rye2IXGnIGB4VpemGO0sLIW9N7n63ZNEmtCjy19LYZjNAPZNb10Iob/VUQ3jjO/ICobWWoiRcaAFnzhj/mxQxkqhGrrwPIFedp3xi3FPtOPWC3LwM/a2WuJpc2X6sZYJQr7syU+tXZy6kanK1fVL36z6DXIfJbQZ+JrcInDG2tiaXYXIJ5Hpqci+QC17UM6XJc+0JNouuV+obIzPujTgqZ2Jy9V3YTQWuMugCTLnyDpQpapGlTq7cMcEbALaVHaABOJvJZUp/1D6VmdFjO4kLrzPs5QhDVmuD3BrG0WRy4WVyucUGGdwigpIrN9wF624/JOWSvfDDGF4m7XjfQS4nV85iz+Lp2DV5kuenQOgHuVbuFARAtxtgu3nEuc/zImSNpwBgazAbyFVzHeOXcjnCJ1cG+Np5VZPb8PhucPNvWQIrK1jKjhLIFY/r9mN+tvXNbwaueuKDeNldP4OyPzeTWadqIQTxBVyLk8PYlzgEuc/RKAoxyXI1ucwcSzW2s4PcvAwcACC3H0OMRBrIrWsh5AW5iByQK/OYmRp272FkGQ3CwyFQbA28q4QyJ5NM7kxyZc0xWEa3Syd7sMkYhCA05MpGCw1PUhiWJpNryPX2oWbMWLXdkVyZYWaZpI2TK6vtvSDXbcNgPA8WyB0XDYfJTRIgjst9lyvrhl4AgdxB6umdishIPKfKlQterjytJtdmcgFTzqg+XyZgBwjkVvJ6y3iqFfiZ3CJwlCl1LYSKjAe5k8BTu7xKjELYN1nbuU6GDcx5zLCEIke7GLOC3L1lcsUJtkGuZ8HL9hiIG8EMfXKrhF6WNK4PE2d7QIAGTq7sA7my/ZjO5Mbl/suVNTBmLArW1Y5aIHcS+I1/dECih2JyJ4xcmWFyO/2IZLgzMLlziyFGaGOwsj81uYa8Xq/JbTR5JndID44tVwb4MbOSK7s5UrsNDAO3lVVeuvmcArlrmbPgpcZYrf2YYnIZv5TLEZxcWd1HTOu4qXJlLkfb3ATGYzw1OILTpzUSpYbJlSW1H1m+Cb/42Ktx9ZkPTTWUM5hcwHHDPoz9i0OQ+xwNkit7QC5j2pSVkbcmF2BAbp0bcyEGbw045GKgdoynwhDNIMU4M/9elmTsYYPcIADa4QjDCc9CYXUVeO9791wOoudOo/4x4LWvZbeTiWCCCdBsklxZyDV3Ilfu9OhR5Oqp89IEuUEga4L8fUcjC+QaieQ+uABz7QKiKEAeTukJOmNNLmeionrotVw3cLlPXuMpH8i1mNwgAPq98kDJlQGgHWcYZi7ILUugQLQjJleBXINJC5BFPkaTXmcGuYwLq6oX2yeWwdcnN2ldIpPbcBN6JVe25KKpp09ucVEyuVZNbjf3gty8gLNPceRn9/QwQO5v/W7ttjsJBRoaDSAIpoJcpVrSx7PED3I5Ge6xY/R6fuAx6CrFAoW4aVUy7OnXno8zoyYXAJJGue9Mri5XNhYF6/q5dqrneqY+uXXuynpNbo1cudsNsB30+RZCFni7+moaA57+fM1KS1kCH/mI///PItTCNKDujygCsrhVC3L1+8+Q5PtME5nzpJh16z7Pysh5rpWqaAvAk0+a3zGpYXKZUrLLEb4WQgBfO88tBhh9crn5d2UFQ7RwZr2Pm2/Wnuu1sZdt1ce9P3j0pVguT2BluT7fNIynACd3OIz9i0OQ+xyNPAfCIueNp4YMa1oEDqAEauTKnppccmN2DRQUk8sN1HHmMLmcpFFGJ55g4JFa4ld+BfjarwW+//v3FOjq4+UAHeCzn2W3k6dMZ3Kng9zMkSsrJ0Wu8TvDeDcaIJDhMaiJLHmpkUjuJ+NoyZXzyM/eADB6Dcpz8O34PSydMY+b602oFgOaPMildhXm39TqNiNX5kAuQMnFvsuVy9RIPjtJhmHuslZ1su6dMrlp5Kndy8n4SmsXu2MmVzFp4/2ZoirjKasmVzq9MkAmK9zyC6W6SBjWSvYWN1yDgTTwgL01er/uQg0Ac92CQC5zLbg64WhGkGu4K//S/1u77U7CllDPAnIjZCaTGwe0yFfTp1lP6I8fp9eV8Ry/T0XA33+eVnYK5OpMbmN/mdxaufJOanKngdwaJldnBeX9zTGU3S6wHTA1uYXL5F59PX1fLW54z3uAf/gPgfe/v2ajSws6r4LBFoNaHANZNAXktmZjcuV1iJvueVIg12Zy6+TK6AEf+5i5vSwJYZjc0T4zufo9pe6jAVPWwiwGTG0htLyMR3EjyjLALbdUj+sAHeD++9n9moyrHOyTS1fQxzxSX5ermNygY/7hMPY9DkHuczSUuzJTkztgEkMfk6uSTySWXDl03Pvk9hPZckh7kLmETUbz1KJTC1W1fHG/oxOnGPiYXLn69mu/BvzZn/Hb7ELo89AAHW8DRIPJlXLlXKCrnTC5fTpvg3/74+4ExYBcAhlNdr/ytKAkkpEr7xfINVZtdbly6JdcA+b9JG/1B/E8/P6dc+z29iJLHAN5s8MzuaWrVlCLPv1jTE1uA0nkTr693v67K9sMSzvJMCz8IFd38pxuPGWyXIC2yOJLhq1EVd6K3CniGJ9mEwhQYpDtT3/MqtbZYnIXOgQCHnf7LHJMbhCIhDhh6g+lj4FVu+wFe0zyDABz/RKbmEMx4Mcbh8mNZ2dy5XXLt0dOb+pLDTLDqko2ptXk+jwGUp+SQCya6D1BFciduCC3LIESoWHGNq2VXT5hmFzZJuu5VpNrsXvj0i9X9jG5Cjxo83aW+he+yWixzcqVbfB21Y10n5x5uiZd/cQn6PW97/Vvc4lBNeSmTDuOgTxK6mtytZpww0fDI1eOEjfnabWEP4Rdk8v4mSiQG867OYTwQtB7bDcatBjJlZJdjuDkysp4lFlc4hZop9bkrqzgIdwCALjlFu25rgO5wxxHQXlmWdLzv/y5+hpbBXITURexX5bVh+HEIch9jkZRCCaXkSsPx5FDcnKDIlAnV3YnG7m9GhR1kOuryQXQuvEqjPMYePRRbXt6jZl9aicZBmMPyL14ETh9Grj+euAnfmLP2FyDyW0seB325Ckz+uRmELOTB+SWjPGUALnb6AK//MvVP8rSC3KzkJcrZ5Pcazy1X+6fnJMigdwpcmWGyQWAq3JTjlUxv+aJIiZX1DRZx01gzPxeuVg/mjvhMrllA82YYXKlU+g+nFcuUQCAdlJgULadYkqVeDKLBxli51qUJZCXkUPeqEUWj2zXBrl1hnJKSqeNHUEAtBsZ1TjtA2jw9cltdmNyl7/vPuc9WeGeJ0AAsoYLcqVZn76Y2GgAk9JThsDIugECuQCwdcF9jrI8dMbY+bkSF3FkJpArr1uGaNeMfwg0uEwud//J7R25cgPIwnqQq4O3bhdoRinOp/Pu9kzyrJhcT65apDmNZQbIDfa9Jle5AGsg11eTWxl0VQuuzSYwKfljyPOAPp9JJORp2JpU57y2JrcDbJfuMzEpY2ch8apb6MPPLPEeAwCAe++l17/8S/82lxhqUSY256Is8tTkjmRNritXzhA7MllurpOh5ONOTa5rJKra2Z26yc/kagtkQQA0owwjn2puj4OTKytjKE6NWJMTeGtyl5fxIG4FAEOuvJ0cqQW5J7GEuVb1eSuP1LcRUsZT0Zz5h8PY99g3kBsEQRQEwT1BENwpfj8SBMH7giB4WLwuatv+aBAEjwRB8GAQBF+zX/t8UKIs62tyAWD0d/ca78nKeGfuyqXbbFxur3reGnJlemWZ3OddR5//nveov1VMrrtS3mkVGKYRz+BcuEAg99/8G+Cee4DHHnO32YUwQO6tX0QglwHUrPFUDgKYPnflMnONp+YEk4sOcO211T8KavdhnydK8jzJ8CR3mNyZ5MpnzgBf/MXA29/O//9ZhFeuHM4uV9bvx+z8Gv/5iZkIxTGQNcTMZrG5RekaTwWBuMd7Rxi5coImw+T2+wE2w3n/efXcO7sRXKIAAO1mQQDRZgAkG5jMJldWn2/lQer+8xnUWA6pCuQyCo18Iplcc8BpJwLk7kMNuU+uTC1WWmz5Ql4GrDKFWMeWe24ZJpdqcnmwJ2t47TG2P0djw8Z5ZsGLKVO54foCj+P6meTKFciNZ+oXOUtkGRCXO5Ary/ILQ64MpL77TzFp1RgbBMDx7gAr+RHXlIeZi+RX/UD2S/i7D7sLW/k4d+XKB4nJjSu/C59cWT3bFsgdFwnKAXNeSz+TG0VAO55gK60+Sy7K+OTKkzJBtml+T1rEaFjqmvbRDo5hBWdWzNZZRkiQ+8lPUo6wi6HUV3afZg+Tq3rSaufVqMl9xjQ9quTKbu7UagGj0pXlZ2XEliG028DW0WuBz33O+g6x4GCpQFpxhlG2PyCXkyureWJUA3J9TC43Twgm9/SpEv2+9vknr68BuQWaGOO6Y9X4uPxE/TOtmNxIjAeHIPfAxH4yuT8EQL/L/j2Au8qyvBnAXeJ3BEHwfAD/FMAXAPhaAL8SBMH+95fZx5BzdFRkbE0uAAzu+Ar157r61zp3ZY7JTRJgwoBcNYhyq5GnjiBFguIz92nbi33i5MrtksDe2pr7z/PngaNHgRe9iH5/+GF3m10IA+Te9EI6iUxSaDC50nhqGpPL1OR2Tosm5eiYiVuW7ZzJHRcOkzuTXPnee2nh4DWvqZKGXQpOrhyGQB566kAZd2V9t9OLJrOeSxMfizWIIiBPxHmwQC5X/wXQaRu3F4Fz54y/j8sGktgnV+aNf3DhAnDllcDv/777v10In1y50/KAXCFpjRlDLw7kVs+pOVUQyODlylkR+EEuy+SKa2eBt3azoOdhChjbi/DJlRXT9fDDTO9KP5ObBa4UN09dF+pGA0hLD9jzMbkL9PvGRQaMFaGzT9ffEOIx3LBDJjfmx+NLCGLGMl6uzIH7rGD7fqfBFLly21xIPN4b4jyOuc+EKnWozqs87nO4Aj/0RvcY8jR35crNcN/75EYMk5uhUStX1s+TzAfSoXsvKdm4NXfJ6CUTbOfVZ1UyXF6uDACDdbPcJi1jNCJLFh+GuDp8Gmcu8r2gsb0NPPII8PKXU3L0qU/x211iKOVBZI6Zeci3NcpHYpGFMZ7KwqYzr6jz5GNyS4bJReg4uQM0F20FfdfcSpo2tczvaMUZxvn+pNOcCkneF9u5W4pVy+S2+87iAQBgeRkPhbfhllspZ1XzUP8ksLLC7tdkVCDBBNefqs7h8tP19sqV8dQhyD1osS8gNwiCqwB8PYDf0P78fwJ4q/j5rQBerf39f5VlOS7L8nEAjwB46eXa14MYSkpnM7mdTgVyUU2+ypVuGpOrSRsLD8htNjVzCZ3JravJld9xoVppU1KmiGFyuwHtP1NHifPnySrzppvo90cecbfZhTBqcq+img5OsswxuXUglxh4tya3u0CD/Hb/tJGQlGlGbrgWkxvHIsljZY05mxQC8LY/AWCugO/yed0pk8tNaF/91cCb3kQ/pxes+kYpUbQShUYDGIfiWbDaCBWlK1cG/L0iJ2XDw+QCW4HHXfnuu2mF+QMfcP+3C+GVK7dLArnvfrfBXGXbksndKcj1KAmYY07zyJEcyluRZXI9jI8C6geMyU2LGEWWO20iiF1xbyjFOtpMbl44Bl0Ecj210R63WglyN1ddYJKVoXPtbrglwgUcY0GxHpMJ0O3SvZMj2jUmt9Z4ilWmZDRuWExuFnrclScukwYAx/pjrOC48x6uJ7f2VbjlWm6fmBZCzYB1z3ViaQn4gz+o3+YSwidXzlrdermyVqe5sECv57fbzvZ1NbkA0E1SbBUd9cF1cmUFZjbMcWLiWUi8urGEp9Z50zDcdx+NcV/5lfT7LjO5nFyZFEItygms+UsqCfTFAyXJP3bKAbm5Z+4CaC4aFe44m5ch4tjNz/p9YDPvuHW/KW8C1mwU9Pn76XvAyJWdxX5MAblHTwBnz7pfsryMp8OrcM019KtaXGnMecezyViA3Cvoue8HW1herj8WxeSWTRrXDkHugYn9YnL/K4AfAaAv2Z0sy/IcAIjXE+LvVwLQdYNPib85EQTB9wRB8PEgCD6+4lml+fsQVQLm1uS2QQOD6tcFDeQyg+JOjaeaTarNyS03u1w6qjJFtgrkrlaTv2JvGLlyuxvS/nMg98IFArmnTtGy5eVgchMx8zODIm88BcqSvDW5DJMra0UaC0aSVMiEjXNXDhszG08ZiaSPadCTg10GFnwLISD3OMn65Mqvex39PFndNsCbTGxDy7zj2DHg/FDMbDaTW4aIbdYAcvW8QQ+OZrYzLhM0mQSs3wc2Sw/I/ehH6dXjzv1swytXbotE4XWvAz79afX3fEDnmnOo5IynlJSuwS2y8KzVpIjRCM3zpJIXpndvNuHBW7slgPo+Mrm2m6xiutBwrmlehs55AiTr6ILcPCsrUKJtO5nG5Nog9wjt38YFZiwoApbJBYDHzzad7fWYTIhNB/aAyd2JXNnjMViOZs0AACAASURBVJB6FuykXNRhcucmLMitTO6qE6URtEDGjbEMk9uakcn9hV8Avu3bgCeeqN9uh6FcgMMQCCsGP296QK68n7TFgJtvpteHt69wti/KoBbk9loZeUqI41fuyowMV813VjcBlskFcHVrBWe2FtjvVSZwd9xBr3siVzYJBWohJOZXCwHVMrlHT7ogV2xvs6yAUBUx40FWuu0XAcHk5h16yDTSQv5o53StRk7GVvvgBiyfuwClK1euA7nc3LV4jAe5KyuYBE01dDSbVLowiOe8PiuTcYkEE3z3Ny7hLW8Bbuyew/JaTT04gLHoGjDMEy/BcRj7E5cd5AZB8CoAy2VZfmLWtzB/YwvcyrL89bIsX1yW5YuPSzvFv4dRtQ2xmNxWq2Jy+6fUn9XgsCO5Mm88ZYBincktSm+jePUda9WgpVYvuRZC/ZgmSxvkZhklWkeP0kh1002XB+RGogEdMyj6jKfKpk+uXLI1udI0Yrsxb4BcdZ4YJtfXJzeblF7jqVq5sp4c7DKw4EADMblT5MotczFAHcekMK6Hco+0AMCpU8DSBi9XzorIq1YYFfKmpXu8LOkZ4UBur1cDcu++m14/+9k9qcv1uiu3g2qhSz9PoiY3bs3G5CopXcOVK2dhk12ISguXya0DuWrBywa58hj2u6+zxeQCYry0kumsdBUXgAbIHCa3dGTdxBTzJiqqhtc6T71bCJBsPnTOeQ+3TzfcQK+PLXnkn6DjT1Nyugf2qCZ3Vrly6pMr+5hcup8aXXPsOL6Q1suVG6Zc+b9+12fQwhCbf3IX8Ltmn+A8dZncViei5HwakyvNkT784frtdhhKrixOqHquE17ynzO1y7cI0dKDo2vd7YvpIFfvFz6LXNnerRQxGozi7HR3A2tpj8diUqEjEfoegNyYq8mNxbxi19jKOVtjyFVN7rHTrlxZ+iT45Mq5cJjXQGuOkFWN9PvAViZ7A1X3eZYBMVJDNQIAraTwtoza66C+zgUl+LZcGV1nvOGYXNUn1wdyl5cxCZpq3A4CYXoW9GtALuVzz7+txBvfCJyYG2F5tQG8/vVexnu0TX8fZIcg96DFfjC5LwPwjUEQPAHgfwF4RRAEvwdgKQiC0wAgXuXy2FMArtbefxUA5m7+/09UTK5VkxuGFchNqlXPSq7sfpbXeAqhY2zgbK8lbXkGr/MiC3JrmNz+YkwtWewEWv5+7Bi93nzznsmVDZAbCgRaw+TqcmUAKFodPgFLS7auSblTRgvGzF8Hcr39NJmk0FicqAO5EhjvMrDwyZWLwO+oCvDyY0AkxE89pf4uTXns7U+eBJ65IA7eYXIDxD5Jfim+SOxbllGbkSR2WYZ+n0xUJgNL/lkUxOR2uzShPvmk895nG1658vOvxzB064OyoUhsOXflwDXNqQAAI1du98gx3bqfJox5TC2Tm/KMT6eLfavJ5UxRgPrnKEfEMrm0IMXU5Eq3Wi2aTWCUN1CO/XLl0KqPbp+gRbjhA5933pOV7j5JkPv4Ss/ZXoacCroNcf/vIsjNcyAuU3UyDVMeD5PLypU9IDcb5whQIOyYRkXHFnNsYB7jv/2oqQJhGCIA+KF/towvxiepB7GUkMj3yHFcY3JPnQ6whJP1gOHCBeBTn8Jf4pX44jd+Gbe+d8mhama1RURAgNy6Vje96rxefTXQilM8lF7nLMoVU0But12wTC43xyvZ6DisEpSiwAQJK1ee69A2rMG3HNdPnqTBeE/kypkDcvNYJDYWyFXqK43JVXJllsn1y5VbLWCUi7/ryjnGpwMQC67S/Esf92WJgBXNRsm2KLockeeoFpk5ubLlC8LNE6pP7sIRArn2QvKFC5iUDeOW7XRETjces+PNZEJMrtyZ4wsplnEC+K3fcq6dDNnXd5g2vATHYexPXHaQW5blj5ZleVVZlteBDKX+qizLbwfwLgD/Umz2LwG8U/z8LgD/NAiCZhAE1wO4GcDfXebdPlBhtLewmFMFcreq5KnOybiOyfX1yQWASaPnyJUj5PUgd7168OtA7vzxBOuYd0GutN4/epReb7qJpEqZO3g/2xhuVROtqm+exuQK4ykA1JuVc1eWJioWkxtFNKZuhXMmk+s5T6pPKZO8ZGlJE9qlMLlXi/WkPWJyHbly6HGSlfd400yofCBXmc1YcuVTp4ClFdG32KrJ5RwqASERkz1mxb7JZLTZ4OXKALC1bd3L587RPfNqYS/wmc8473224QO5nbkYWRGRU692vdWiicZaKZDbceuUKpDr9h9Om33a4MEHjf9NythJVFXykpv3PQCkY7rYjZbF5Mqyhf00nrIYHGO8tOveENcwuS7I5ZjcY8eAvIywNnZrIn01jqrdzcNPuc7BjIR6cRGYjzbx2AW3nY4MuaudkO6dHNEuy5XTmfvk+jwGfGNZNnbd5QHg+A30oF543b81EmgfyEW3iz42acH1SrNCSo3jGsg9fRpYwknkWzUg9/3vBwB8R/B7uGflatYr51Ijz81FRIPJ5QySxFgQdKrzFIbAzUdXqbeoXWtauuOMHr12YTC5yoySU2tJuTI0KXWeI0WDZXLne7Sv7DrL6ioN2q0W5Qbn63ua7jRU2z+nhZCYI2wmVy5GaXOXuhZHTpC8WWdlxXXgZN3E5Io3y3u9LJEhZk3uej1gayIGKW18yrKAev1a0WoW+wZyswyI5WKoLVeO+sDfmWk+V7us8q2Fo3S/WnM8JhNMitjgFDqd+pxuMgkMkHviH1yDlUBUT3IldADGw2ocHyUeE8rD2Jc4SH1y3wTgq4IgeBjAV4nfUZblfQDeBuBzAP4cwA+UZXn5q+QPUMjxsVFO/CB3HKqEYSbjqbDDyJXd71bbJ31LrjwDk7sxVklY5ajqJoVzx5sYoItsxRqw5OSlM7lZtuu1TQAwWqkGv0Hpyj5l+JjcrNmtZ3KbbrLPOSPWMrlxm121zj1upMCUmtyLF4Hjx+l9uwwsuPqbKAJyRiILVHWadp2SYaClTTjqfmKY3O3tAFsLV7Huyl4mtxCfI/ZN3upNhslV/Qm3rQdGvumOO+iY/+IvnPc+2zBk4NpMroAP2mayI2TdMdNCKO/OOUCGk3ICokOWbJdg1aamhdvrUiYvw8xNkOWw02ib167djWj/ff1Zn3kG+NIvrdzIdjF8NblqkS+0au5FP2su8SRlgNsPOi+A0Kq8OXmSXpfGbv2hz11ZXevt3GmplpURO8YeaWxhfeBvHSJ3tSM8HvaSyb1UufKk9IBc2UKtZTG5L74OAEiyrI8dSjVSA3Kvuso8BjmOa/t0xRVAgYikjb64914gDLEWHaFj2949mahaaLZAbt7kJf/5OHNaMwHALac3CeRa82pRhvVMbqc0mNzKC4TZVpel2iCXGWPnZMXQXR9z/ofVVVq5AQjk7olc2WVys0CcBw/I1ecupVZYPEE5kFbHm3lKbQCh7JAtfuSzkedeJrffBzbGYpBy5MouGdBqiQW7fWJyFcgV91SSUF6wffJGP8jV2iApkDtPz5MtWS4nKSZ5ZIDcblfL6Th1XipIC/FcHL/tGLbLLgY+nxiYIHeYzO9LjfNh8LGvILcsy78uy/JV4ucLZVm+sizLm8XrRW27/7ssyxvLsry1LMs/2789PhihJo/CBbntD/8VAJHcige4jslVSVvUcuTKPuMpwAW5aoJl3qTek4WVlEkxlO7284uiJcaSlQDIyUsyubIGZw8ky6MlBuTWGk+lQBSZq+ccyJUAlGnDoECuLlf2MLnNJjCOOh6Q6zK5M8uVjx4VO7L7xlNhWBr1N2Q85ZEry9XttplQRRF9jg3WfXWdp0Rp+lLvxpmZXFUHBah9UyC3wcuVAWBraGUd8uY4dgz45/8c+M3f9LYtuNTwuyvTq91GqFpccnsNZp2+F+Tarpy9HrCdteg7LZA7KRuOeUyzScZ0g7zpsI3phH63mdzOfINW3H1J66tfTTXPv/AL/P+fRfhqndVY1po37r8iK1DCdTIGBHNQMH1yczhMrgK5+VHHvdkn/5TXeoSW0z7FJ6FOGgUmI3+NuGJySxqLdtt4Ki5mB7l5WtB10MazXg/YztvswmM2LliQqxZarIUfL5Pb61Ugd8FcdMizkqSWWpHj6dP0evaiv5/rb/3tjWgUIwwzOvbRE7tH5ZJcOWOYXLe+ESCZrM1GA8AtX3YSj+JGpL/439Tf5CNbW5PbK7GFHh59pMR4XO8FYoBcuYglQG7CGGTOCWPlje/9YXeRdnUVOCJAzh6AXGWUZsuVi5C+z66xlbJaDeTKhdCtjmAEtff4FmgBAUIzcQLlOJ6mBHKZxYMTJ4DljRYtnemLmznP5DbbIY0bXD3rHofB5Ip7StbMDk5cB3z840YNbC2TOycWOWwpeFZSmZHN5ErPDY64SEODyVV+KZxPjIiRdksOk/lDJvcAxUFicg9jxqgDuUa/VTGx1a2oVkxu22Vymcmpkit3TSY3FyvbTMhcY4ymSpRq5cpCRbe+bCU8NpMr2wjtgfnUaIUm3jAsyUwAqJUrN5IACAIFeDbCBQ/IrWdyN8vuTHLldhsYokMTfGEmylmKeiZ3GsjtdvdErqx60upMbsCb7Kja0ZabUCmpou5CLWpybXmzBLnPJNc4x5Qj9Kob7NVzuYsJA3IVkzu0HjC1ApIA/+7f0f7+3u857382sVOQW7EGjFy51XeSYZ/xVLcLbA8C4NZbTZBbFJig4dQuBwHQSTJaDbfMO9Rpalr3eC/CMOgATz/tHvjZs1TvnCQ0pkwz+6kLxhBsmvHUJOmZQEk6pHpYq+3cbfeVFwFCH8gNTlMNmL5PwnjKXkc0rrU2RpUlMYu21BwAkkZZWw86EW6hnYIWu7KF47tqPBUVHrkyB3IZZcrcHLCRtYlFs83SJjzIlb+O0DLHWE/9P7pdzGGDanKdvqOlMz9eIQyJz625UnMZP/nRV1HfWhGjp3cPkOU5EJam5wEgFlyZuUu5VltM7lXP6yFDAxff+qdqsdNQNviY3G6AJZzCTa+5HT/wA1C9WetA7gAdA+ROkKDBgdzhEgDQtbCP5TIwuVE+MRYDVKvAU6ccJleBXG2BVuU0iTBE1ZjcaXLlURoTaJXPRpYJ1YibO508CUyyiMq9bCaXkyufPoJR0Abe9S7v8e9VcHJlQBhDLVxB8/Wjj6q/V0xuDci1wPokpXPkgFxZNsMRF5kpVzbGV1sOLWI8FgtMAAaNQ5B7kOIQ5D4HwwC51gxiFO5LQDlLTa4lVybjKfe71fZ2Ta7eo8/znhFaLshtMEyunBDOW60bLCb30a2T+N74N5E9+Ch2O4YXKKlZnC8xGIWEZOqY3DadLGnqzbWqAPzGU4BwRiw8ILfBgdwWZR8O++ZK6aIICIKSXF4ZufKDDwJHznwKT8Q37QmTS06KpslEnVxZtgSymVz5dhvk+phcBRriK51jysqIleS3WsA4F5/j1OS6CZhiJUYeJjdJgNtuoxvbkpM+2/C1EDJYKwbkNjiQ2/YzufZzqm6RW24xEpGKjXHHgk4jpXHJut6KybUudbsNArkcyyBqG/GjP0o7aTGYM8fv/z7RH/YCiMd4ylCy6OdVmMdwrKlKqmwmt6hhcp//FcBb32osYFW9xc3PD0MgSdx2Sz4WHhDPUOpncsc/+XO07++/kz7ryO6BXJIrTxwml3P3BgjccyB3O20iLwOjNh8gkGu7ywMWyNUXKFStswty+9jEFnooN6y+3HmJ0HK3lSD37Ibf0OuKeMn4fXiWT5ovJZSaijOeYkBuwfQfBiplyuYkUcoTn7JBj16/Oh8f/GD94rpRk2sxuRzInb+VVivXMe+WL1y8uPdy5XxsOGlHEQ05z3v8PTsCuWup+AxtLlILjx53ZcBcnC4mmVc1ohZ1cWomJrfVizFuLwBvf7uzWL7XYQBv7SbpdrWaWe1aV4w3I1fuC6WFxeROMhr7bJC7nfqJi0kmmFwxYBgg1ydXngRYBD3Lw7h/CHIPUByC3IMa4zG1GmBYhlomlwG5dZONnK/GYVttKBmAcCdMbiHaFzBhmLXshMm9aA3KEtSIUefrXxXg17PX4+F7d9/+frQ6QBMjdPsBfe0c31dNGU+16FGSJPP54sglMblbRdvjruzW4Q2l5Maa1HNZf2MleUkSYBLz/Xsf+dwEqziCh/Ib94zJtZ0Ua5nckbg/2u5igAK5eqIq6xVbHiY3OO2AXOqT65Ere5hcTq6sJsGxNZzqIBcg8xqOlXwW4W8hRK92v0EFcps7BLnWcypvkbJn1pAjy7xsDDG5HXqzds8qNQQDcgdlmz9n738/SUi/+7vpd6t+a+b43/+bFCKW5HpqTW6zb55XqTzwMbmpALm6q6+ubhBx9CiB1qVTt1PCpid58h5nxuVWCw7IlcCbW0hMkgCTIvbW508+TsZM0uMha/d213gqZ+TKYbNermyBXABkdPR501U6S3fG5EqXYVsFgk4HfWyiQITBpjkX5XnptHA5eZIk+ee2+t5jP12aCzajpd1ZOABcubJol4u8IUC91VM9n/ByZQVyUZXOVItpvO8GAHTnqvvs6NFnIVdmxti5H/0BAILJtUGuzeSure2qGWWWAVE2dphcAHhwcA3KcxbIlf2BtQUvldNMxD2szUXT5MqAyJ3Es1HlBO6+GiBXX4QrPHLlpjBKOnuWN0Z8Nm3vfuM3gF/9Ve+/Fchttw15SqeDSj2nz/FMTa5qIRQldDD6GFWWSHMPkzsRJ48jLvKIFmlFKYKa3+M5P8hNAyyAvnsQHxpPHaQ4BLkHMZ5+mhLir/qqqqeeFrU1uXpyazO5TLITBDQAjIOqJldNaMzdYbjfWTW5tvRORi3IZfZJ1d+sWoPyeAw0m3jgwQA/8iOVqWv+xBn2e59NjNbGaAVjdDr1IFcZTwnTHMXkZov+Prl1NbmZSMCkQVfKLwa025qJj92vMwPLZDQaQBrxIHdygRKHreTInoBcg8m1jad2UJMLiAQ9bLNyZTtROHaM7vElnHCZXMRetcJYrAArkCvqFxOGyZ0Z5F5xxZ6B3FnlypI11aVxyqCm1d0Rk5vnwKQ1x4Jclslt5tUKvQZMfCC30wHyMkL69DKc+Nu/BV7+chonr7oK+OM/3nlim6YVI+wBuT535UmjC64mnJMQUtLWoGdak2oXDMiNIhpDliaCmdB7HHuYXEAqOyyQu033biNhanJbAdXne+R3kxVK/jrfRw0POCn7pQbV5E5cuXLU9siVXWWKKgvBnANycwlyrYVEH5Mrz5MjFw0C9N/yfwFwcVWeu9eh0QCOJ+s4O3BNw2QcTU1ANFrme3VeSpBc2RwH4hjIGuK8WQeRT1yGHNDqR9FzQK7NXhvvm6tOyDSQSwZDpQNyvXLlYzSGzgRy5d9miQsXgK/5GuC3f9u7SZ77QS4AjJ+xvB5Sd5tejwDZ+ljck4zvhk+uDMBwQFZzo0euDMBpZeVlclvUsgyAy4Cvr1Oh+XXXAR9jDL/qIstIZfOLv1i7SRy4iyzdLrA9YUCuzBkZ46miAK0k6GOUuJ8AuMZTY3FxuJwuj5Boc5GaS/sn/CA3i7AY0HcPo94hyD1AcQhyD1qUJfB931cNOA884GyiQG4+dkBuFGnStRlqcgEaSCchA3I97n0AsBnOWyA3mI3JFZPPTEzuFiP/TBL8h/8A/Of/XP15cHbNWaV+tjHanKAdpzQgDuAOoCIUk9uxQG66QAO03dJjWk1uajZyzyd+R9Vhyk9OeQFEQelcwEYDSGO+XcDkIgHAzXhxz4ynbCY3DKkulnVXrgG5dBwmyOXaNgB0z586Bbzt6ZfhwdUTxg5RXZOPybXkyiP6/GZSA3In1v2qbg6Nyd1lgw+fXFntk1UfxDG5StbY6lECqZt9SDVZw2VyAWArXjBBbo3ksINBBXK1JC+VbvEMkwsAw6UN9/leWQGuuYZ+/pmfIX3kf/yPznfWxt13V/e5xWJM65M7bvRYuTLnZExMrqSAq3udjKfc83TyJLA8FAOtNuYUNS1Z2u0Aw8hk1esk1I1mRGoIDgwMhxiL8aBzxwvps1p8ucalRJ4DcTF2mdxWn92fggG5aiEU8y6TmwUEcq0bahrItd29AaB/jN60sWWOv3nOz12nO+s4tz3n/B0AtTOxhjrp/bAboVrdNEwQkDXEgdvtwTw1uXVMLqfuktGdr86fBLkBCtbAMgjIjdmuyaWxw92+1QLiqHBBbpbR7zbInUWyXJbA1389ud7/yq94N8tzIM5GBhjT19O2RqYaSf5PP+4gECnEUIwDulx5wquQAJ7JVfLmaXJlo09uUNW/atFsAuNU7Ki9sP3QQ8DSEj1ff/Inzntr40MfIoXM4497czPl+GyB3E4HGKTiJpgCcpVrdQo6wfoibZqyILfTEd1HAOeZKEvRHUDzhzBALjM+lSV5eCwmdE2HEd9Z4zD2Jw5B7kGLv/gL4M47yTG02zXr3UTU1eQCWh8wi8nlkh1ADHQak6sSPGbV1gdyiZXYHSZXgdzt2ASJgsm99lpz+0GeOImON9bWZqo9GW4VaDXyqhR3zm2vArhM7uIiTW7nJ3PmBiJU3ZSPyZUrmGLC8Z2ndlsDVQ6TG7Ay3EYDSMMWK1GcrNL3bYbze288xdXkWiyckit33MUAYqStujoPkwsAv/ZrwJPbR/HzF7+3+mOee5ncdhsYyPpa2UJItAiolSun1ndzcuVz5xzjpWcTPrmyqsltzM3M5GaJ2zuwzngKALbjeUN5UDG5DMg9vYBB0HW+o06uDIDMqpbMWkY5FgAAXv964B/9I+Dd73a+szbuuose1ltvdUDuVCY37rBSOi+TmzbIPEYbD/IiQMi0sDp5Eljacs+TWshhZu12WzAIOpMrJNSsu3I78jO5n/+8Sg7ldc6Tlr+V0w7DliuTXwCQ9hbZRaA8Kx13ZQVyj93AgFyRPFsPdwVyzQWybEDXhFtQk9+zOYhMqbkP5C6OcW44z88xKysEsLUYXdi9cZZAbuYyuZH4Tou1UiC3Tq5sG0+FNUzugukmnOWB14wSELWRM9bkBgEw1yvcmlw5J9sgd4ZeuT/5r1fx4Y+Kh8mq5dSD5MomyNXTsk2YKge6/1LdeBuAwGBbMR0M10GhpibXZHJlaYR7LRYXgUajZGpyQz+TOxGNzOw5X691//SnnffWxjveQa95TkCXiTqQuz1mQC4zxx8RwrNHHoFLRIi5CGBA7iCgk2s9E2pdmgO5naMsk5tlQIkQC026PoPgEOQepDgEuQctfvVXKct5wxuAG29k2+MokMv0yQUkyO06NbncoAi4IHcmJjeYc4ynbBMV/fMBC+RK6R2TgCmQW1iyD5HY2qrEIdqztRFaWiKg8fznT+2tOxqVaCUFbrkFuP9+oLz6GvY9CscIJjcUXQVWxn35Qcb2RS4SNl9NrgS5IgmrNZ4ai79xTK5HIjaJPEzuWUoKNlvH9954ynBXFvevbfwjJVwdT01u1LTkyv7V8G/4BuCa+fVKMgpoDpXuvs7NAZuDEAWCSq489DO5ClCWTROscyA3zw1nzWcb0+TKAwvkStaArcltCkSjLebUyZUBYCuco3OqOX9SXR1znk70MHjBHfSLlqhOUtccBLDMs2yZtwZy3/1u4GMnvp5ULzupIfvIR4Av/ELgZS/zglw/k2vKlRW7wizadTpAXoTEnOpMrmfMPHkSWFp32bepcuWoy9bkxpxcuVMDcp94QiWH8j7KPPWylxJ5XhKTq42BjQaQdhdYsKFKPLTtFfg8caMLcvMAMQOuFMhN5sxrJ0EuIxdV811pydOLgJ1P+4sxtssOD5qWl+le1mK0unt+EkXBy5XzmG+XomTdM8iV6xa+ZXQXqu/NMgG6PTkBAHR7AbZRzTX5JEeBCAkzxgKUFzhMrgQdsoWQ6uNUr5jJc+DnfuUIXoYPA9/1XQToPFLUPAei1DSekqVSgDhPOshNS7YnLWGwgD5Hr8ll+urKMHInVZPrZ3LDEDh5vCC5sl2TyzC5rRZQFAGZvtkO9XLM/eqv3jnI/ehHq4fU0/0iy4C4dO8/khOLZ9EYY93zFIbAC14gds8GuTVM7vY2UPbnHCZXTdmt2UGuHBYX23S+h4cg90DFIcg9SPH008Tifud30kR10031TK7VoFxGpxOQjbltPFXL5DYZJtfd1ljl3anxVKPPMLl8HUoS57Rqqw9CQq4s54eXvYxeB+jMBnL/5E9oIH/wwVp5EooCo3GIVrPEC15AGPKZK/8BgRNrkFMsVK9KwI4fB1aGIlOwBjvF5DIgt98n+/8JGlVyIcEbYzyVZQE1pHdAbh2Tyzd+n4i6x81oYe+Mp2TCozG5RSCuv8USZfL+YJjcJIFTk6tYLtshVb6nUWJSNgwwliFm687n54GyDCh5sUAuQ8B761/Zmlxg55LltTUv0zBVrhzPsWBMTxTk2zbKfvV9IqrFKA+TG4r3yGtRZzylG37sgMkdom2esyyjA282UZbAq14FvPSPfoQ+03I69UZRUCJ2xx206LWyYjzb09yVh5HpoKkWZTxyZUCwVjqTWwbgiLGTJ4GlVdf9Uy1W+kBu6AG5TDLcaDf8cmUN5MqFhixM6ELtggOrYnC0h6nbBbaaR9lno8jdnrSqJnfxWmfxMcs97VKk9DM2HezToThPDMjgWE1Aglz32FqLLWLdOPaKA7lru5cMKybX6ueaRTzIzTwgt9Z4qkaurDO5aUqLrdx1kNHtBtiOK9CaChDDyZUBYG4ucEGuuH+3Wsfw8z8PjE8JmdeURWxjDfc1r6FXxnipLOnY49xkcvX3b8I07PPdfwsLIp3pWYoLKVeeZjwlxhs1hjOu6QBw8gTD5BahV66sPp9jcpMEeMUrahcB2FheBr70S+lnq9+32ifBeLNy5ZELclUuZJ2nF72InK7LudmZ3KIAJvPHnWeiArnVja7mofaRWpC70BMthA5B7oGKQ5B7kOJDH6KZ6lu/dzv3gAAAIABJREFUlX6/8UaaLO0+qDrIZez8221gqANKOTgwLAMgjKfgypVt90igGo820TcTttzt+ShDDaTNyrxp2j7Nd1Ka0HSJsGBvtrYI/7/1rfTnQbLILgY48fa3AzffDLz4xdRo3BerqxihiXabVgkB4DONL6YfrBrpyQQIkRtg7Phx4PxIZAoWazdNrgyIZNhhcl2QCwDDxStcuXLOt3+qBbln6TO2trWV5mfjrGiFt4WQB+Tm45zqudoeuXJoMrl55mdy1XvQqLITAXI5JlcpCVBJ8idjv1y52aT2TFNB7pVX0utOzafe8AbgK7+S/dc0d2W7nYEElDpr1WoR1nv7x64i2ZoOcj33n7pXPSCXY2OoFsq93tIB0y9Xtnrlqn5OTZck0CmWunjgAfzt+gvx2nv+PYqeYBy49jvWGHvllUQa/c5Tr0A50JLImppcw/HeZnKZxPPYMWA4CqlFmJa0pRl9NrM+hnYb1O9ST55rkuGk16AEkEtcn3iCgCAqgJ6Fbk0xG08+SXWO3/EdrKkLoBnjaWPg4iKwGh0lmald4pG5MlklV265dXJZFrAMopJ+xmaPY3ntGi0/k2uDq7wMETNS8+aRLgEGD8gdoYVX3DFQGGy4nU8/pzOGX67Mt0tR/YStB0/1/eZqcj1qMMCsyZ1MZpMrD6J+BXLFYoOnQxHmFkIvyL3zc9fjx34MeOdfz9PNNAXkGgTe7bfTKwNyDaWMBsbuuov8qgDB5OogN+NNnhTR6GFyubmLlSvX+JkAwKnTIVOTy4Nco06dA7lXXEEoEgDuvZf9PjZWVoDnPY+uRR2TW/Agd3sojs1o9cWfp9tvp/P6ZHzDTEyu6tHcrQG5bdPtGQCGrUV2UVAxuXN0XYYQBnq7mD9d1njrW3d2rQ94HILcgxQrKxihif/2ZzfR4HrjjfSwWEmxAXI1CY2MTgcYBD2VeNYZkADCeArJTHLlULSM3SytFkLldLnyKKqSvKkgt8swuRrI7fWqJHj7+HX41Cem1DmurgJ/9VfAN30T8JKXAJ/4hJ+VWFnBEG20OmEFcgc30g/3329smqZAEqTGavixY5pc2QLfdUyukVxIkOs5T3UgNy8DRAyTmyTAJGjyNbnPULK7uSl2pCx3dTWyKABR+WO5K/uY3MJ7ngjkJvwqrw/kJoEDcnNEtcZnG6gk+WNxKjiAEQRAq5H7Qa7M2i4V5H72s8DnPseaqfjkympitpwelVzZSui/4zuAzz7ew6dxuym9U5JXnsndKmXGUIFcn3kMrdCL820wuTzINeTK9mIXACQJPvxh60sYoz42PvIR/BG+GW/72PU4n4oLroENtRhg1XZ2OsBP/zRw19IX4q71F6u/V0yuO555mdwiZJncBWHOu4YF4zzJno8cCGDdlT3XDgCSbg2T+/jjmBy9Qh0vAOSR+NJpY8Lv/A7wnvcAv/u7lXO1FmQwHTjuxwsLwGopDtxi46ldj/k5lfHUnOuangeIQ3c+CEM6d6O4Z9bk1iwG+JjctIxZ07rW0R4BBg5kCSa3u9BQqtoRWk6f30uNonBBbhQJqTngSDOztGSBT6MBNJulx13ZnzL25quLlKbCjLJOrtwFtoMK5E7GwsGeUcsAwNx8gPVg0ZwrxDE9tEw1ue99L4Drr58Ocper3GW4cJrA3I/9GLm0a+EDua94BfDmN9PPbE2uB+SurcFhcpVcmakJZ1sIeUqYZJw8Fbjuyh4mt/r8Fi9XvuqqahFgVsnyeEzX6PhxIhXqmNzSBbndLjDgQK7oP2wzuXL3PjV63sxMLgAMeif8cmXNhE7lWsk8jceWkZYcEhcXaf8GZZsemF1sY3XZoiiA7/ke4Od/fr/3ZNfiEOQepDh/Hu/DV+ENP97HBz8IArmAA5QMkGsNEIBmPOUMivzlbjaBsQZyp9Xf9PvAZtGD7a5st8OQoerYwnYFcqfs0/xcyYNcIVfu9apD/+P0G/BFH/jlejL3zjvpxP2Tf0Igd2PDu8IoDUJa3QhHj1KZz2fOHqETZSXRaepeh+PHgZUNkVhYMupcrm7XMLl6cqGkTIkH5M6fcpncgu//2mgAacAwuYNBZTy1CS0r3z3JssFa6UxuKRIju4dtmrNtQIzj0Gtyhaw2bPEZUiMRLVNmYHJlAq0zuXVyZQBoJzUgV77p5EkC+Gd20PKqLKvnn2njME2uPAhNkKuMpyxp5mtfS6/vwdeZTK7sTZiYKEPdIqVEoiIZUUyueyjK8KPXs5jcEBEyx6hF3eOWa3DVtLiJj3yEfpyfL2mnZgW5d96Jh5q0grUiVReMQ2oDqbOQ+C3fQq8PD6+qtve4oAN+JjcrQzQiXtYIAGtYNMa/Seb2fJTRagHDss2CN26fGklIC14cyP3c5zA5dY2x71kgB/Epdbnvfjdw2230s9WWCbDuVznggQiftUz8bkmWszxAIzITdAN8pqm1eOCXybZawCjqskwuJ1dWtb8WyM3KiJXkt3oxMepeuXIH7bkYjQapP0Zo0QLWLkSeA2HBMLmhrEewmNzMvzDd7wvfDdt4qq4mV3tMJpNZ5MrAdtBz5coeJnd+HtgILeMpMbY9/DQNFu99L1Bee53X7EjG+pnqXDz+RAD82Z+RROPXfs3YzlB0WOOAvAcdJtfTrsfH5Na5K9cxudyCGgAsLApZt764WdbLlUftRZ7JvfJKsmw+cWJ2kLuyQq/HjwO33DKlJnfCMrnDYUClTMxCtt1B4Qu+gF4fHF5jdgeoqckFgEGy4Byz7bECWKoowDEgHQ/o++YWYwQBSIEDPDcly8vLdBJ22jLqAMchyD1Icf48LnauBiAWd6+7jv7OuEcC00Bu1XNQDqK1NbmaaY6qw/PIYfp9YDPvmCC38K/aBsLIbhy2KyCd8uBNxvyCABn6gDKZsEzuo2NKNs89VcPmvv3tNGC/5CUkVwaAP/xD3un2/HlsoYfOHA10z38+cP8DIZQLlRZpCjRKk8k9fhy4cDFEfuS4M8DnxXQmdws9Rq5sggw18HaPuVLfImCl5gQOG+7g+9BDtMgBjckFdtV8Ks+FpFbuCCSTK66/w+SWtSB3EiQztRCSkTQtJjfPBZPrbsvJlWWfXM54CpgR5EYRPdOz1I/LWF2tktO/+zvn34Zc2erjGMeiTlNP6MVquM3kHjkCtFql88xNkytvFTJjGKgdqgO5wyHEAKKB3CxAI3BXvRVQb1oJmAZy776bflxfD5DdfNtsIHdtDXjPe/Bgk9rjqHY92nhmMLnyhhAhj22iLegrd2VmPPMxuWkRsYtREuSudq8yGe+MN+gCBJNbNmdncqWqwwa54zHwwAMYX3E9AAKFQQCq/Zf/98XKCtU5v/a1xKYxINeYuyRKgJArj8QFt+rPszxwWNM4pmPeKKRuftvc3jMXtVrAKOyYNbkjt05dRrdLYJQDubGvx3aZ8EziuXMYRR20WgGpP1qYHeSmKfC2t9X2f/XJlfMgJhrbAbm8GREA9PsBNuMjOzKeOnYMeEF4HwApVw6nM7noqO+YBnLn5hjjKQlyP99EEBD5eP/8HXT+a+SiG2era/nwwwBe+ELgy77MGT98TC5gKa9mrMnd2ADKrsXkynyrBuTO2kJI7tc2uigGuvEUL69XcmUb5JYlJaFXiYW822+/NJB7881UwsCox1S/bAbkAqIG1pArl4gYeX2/T/f5WinGaXl/TGFyt8O+M56pKbtbfYc8R8NATkgm4z0+T9/XnG/ROFw8h0GuVJU8+uhsbbieA3EIcg9SnD+PtQ7JxD7zGeDbfvw6XMARR840E8gtK5DrY2Nk2ExuIWofaplcC+QWJbxMrvqOoMXIlfl9mlsIp8qVk4Tm7qUhLbevPuJ5KAcD4M//HINXfSvKICSm4fbbgZ/8SeCXf9ndfmUFa1jA4gka6GTnF9x4o2tykgENTBy5clkCq9d9kcvkFn4m11gZnlWunMy7LGjJ1+QmCTABw+SeOaMmg60t7B2TGxSUMYseKMTkekCu7I3JnKckEfW13ATooVobzZCpyW1Mr8mVLYQkyGXkygDQbs5QkwvQpO9TEHDx2GPVz8zqqkrC4tA5djIj6lg1uTyTC2gKEC2RnsrkFtbEL+XKnLuyIDKz/qIJ3vIQDUZeqpKdZN7L5D7xRNVS58I1XzRbbf473oHRJMDnN8mRdWXQMT8X1hhrgVzV1zUNVCKtFhIZQOljctMiRoMBGbIbylr7tMXkTpErF83Za3LlM2TXzT7wACWHgslNEsEGzgJy3/9+Oh//+B+Ta3VNjWOMzGFyV7fF/eswuSELKOfmgI1c6ua3zO2Z+wnQQC5jxsbV5AYBLWyNYLZQykpeBdJqATliZE8xBmjPPINh0FVjd6sVYNQ9Ctx3H7uvKsZj0se+9rXAK1/pBbpK/mkbT2WBOFmWu7IHjAHCYD+ac42nampym03g3qNfgS858bgwnqqXK3c6wKBoOb4HXrnynFjU0OcK8d6Hn4iVz9Fn8AIa82pc7NfPVeOJmqJvu41UNvq9JM3ealotbQWWXNmzyDIvOkttNY/y7so1cuVR0HGYXJ8KrtejljbDrerakrqrpia3aY2xq6v0fbLE5oUvpPt0Bgnuo5/ewpO4umJyAa+Bapy7IFfVzDYXmTk+dwbAIBDlDrnVW3xaTW7Yc0HugI5PB7lyQWqYyxUH8z0K5C60q3saODggdyctC3WV2d8TNvcQ5B6kWFnBWpu6eb/5zcAfvC3Gb3be4Mgbp4FctZokEqppTG6SgJxnJcsqE1uPk2K/D2xm7ZmZXLVPWpI3tSb3aKNWrtzv0+BDjq00IK09vMJ/+eOPY32U4ORb30w9zeOYHuBWi3e6FSB34SQNVldcQSC36PScFcl0XDjXQUncrvkCRq48Y02u7a6ceJjcpiu5yUq+NY4yX7JXVUcjNRnsFZNLNbmFUy/mA7m5bMPAZPR0HIklVy7YCVC9pxkZILeYyHvcfSZUvV+woO7xZ5YCNDDBfI+fMNqtYmcgd1ZTCglyX/hCdiVdgdy+ZxyACXKzCc/kAsKVPVk0XYY9IFcZT+ViQpeLMuMMOWIvkwu46oNJFlJdO7P/gAC5DJM7QAcbG3RqAOD8CdEabFoi9jd/g0eOfAnKkq79ynbX+FzAkiv7QK7s8Yx6ubLB5OrfUdYzuWutU2xNrpfJzZOZQW6jIcZ8G+SKe2xy4kr1XXEM5FLyWpe4feYz9FDffjuB3AcfdEyVDNBgM7nrIb3fBrlF4C0r2EilMcO2ub2HoSSQa8m65fzILPwAQNKAWeoAuvZsTa7Mbzfd+xnPPKMMDdW+LJyeDnLf9z7ggx8E/tW/Inb8da9jx48sAxrF2K3JzeC2V4GsXa6TK88zNbl+kAsASBIkQSrkygGimoXvbleMH+KZSEVNboNpeQXQ9R6XTYzXtXtwNMJFLOLiaoiv/Vr608PZdfRDjWR5fYk+oxEX+KM/Eqfzec+jf2rmdcaijJVrtVq0wLbZPObKlZlFFjmMrCUnzPtV1pq23QdbMblxNXYoubJHBaem783q3GdFxDK5itVsHjHHWMnGnjhBr7ffTt/vqa/V46bv/DJciycrJhdg30dM7tjL5G43bSbXP8cvLABrqThweZ9Pq8nlQO4G3Rc6yAW08RVwxrTxBRoXmgttc7u9Arnr67OXONx1Fw3gn/403cz/83/Wkxc6ofbRjz67/TwgcQhyD1KcP4+1xgnjT8eOYccgl1aTOKOCmprc0mVya+XKWctwkCumgFySJnUrIO1pTSJj8XiMVasmzZYrA2b3g7UnzFoJFcvL+DyuxdaoUY0NjYYYuVwZzfiZVQzRwcIxSnpOn6ZzfiE45myfjXNKhLUdUZPM6Zvp2umtRmqYXFaunPIMkVEnwjG5XpAbu4OvDXL3gMlV7so2yC3EPWabxzAOrM5xGO7Kov+whwZI2qGRqNaZsSkmNzqinqEzZ0NchacQepQH7ZYw/tFXw+VkqGfoN99M53XWVjdyBfzlLxcrLeYzpmS1vZbzVsXM6iBXMrkMa9DtAtvJYpXgwA+UkoSu31YqsjBx3FL6mTCJqkouLFdLH5Nr9Pplzuu5bVqNkOZw5xdvpsTm0TP1OPeee/DQNZVb9fJm2/hcQDuvjbBCLiIqkFstGNXJlb1Mbhk5taaAJldunDBBbh6Sk7uvhZANcmvYZbWwaYPce+8FWi2M+8cA0NwQRaA+mkA9k3vffXR/N5sEcrPMK/+0mdyFBWA8DjA8drXDwGVF6O9nnYpro7NvHpMdQEqEzXFftivjngkAaEjWW/8OxKy5mgIlWwzIPXcOw6KpbqdWCxjNHacSmLrWTO9+N52rX/xF4D/9J+Bd7wL+6I+czbIMiLORUTtKTC5YJnc6yO27NbnxlJQxSdAIUqSpXGyYUpObV7Wm0i+gTq4MABtr2j6Px3gYBKRuv52Ix4dH19CBy/YLTGxcoOvzCz+1ibvvFqdT1pJrJUmGXNmqyQ0COk9byREL5PL3n5pXYovJlX4STKmNMoZqVN4KdQtqgLZYvl3937egphYrk0VzjJVzhtwB6e700z891dRLxlZbA7mMeinLSpIrWy2sjh6l15XGFTyTy8zxCwvA2kR8zhQmV43HQdcFuev0fUmPUUXlvJplvErnrXmkS3Nutscg901vAl760tn6lv/UT9Hr+98P/MZvUE/o//7f/dufOUMn68orZ77OBz0OQe5BivPnsRYdMf4UHFmsB7k+d2VthVQlqkyze0CA3CJxmNxaufKkRQBX1vEWfuMptU/QjKcynqGUceRogC30kV7QJmZLriw/V8baUx7mcXmZLPVh5U8ekCulTFI2KJ0wz+UnXCZ3lDu9BhVYPXJNVdsigkCu2XvTeZ8Ocj3nSYHcxpwDRvOSl/cp9sYefMdjnsm1Vv6fTRSyFlk7bgVyg8BlcrMpTG4pAIZYZFEToEd+0GjFRqJa14ah26UVehPkRrgaZ7yf3+4GBHL14xB9nQ1HpZpJn43HHqPV9FtuoWft/Hnj32QekyOY6ztvVY672j2bSoayyYOxQWPe+A51nqz7LxD+UdupmNAlyJV1dQzIlcq3+4rbHOMpDuQqOWC0wDK557ZoAwlyV7rXAQCuf9lp9TcnxmPgc5/DQwsvUce8stmq/idCMblzbfsTEEVAGBT0zNiJJzOeKWbCqskl8yI/yF2Lj5kthPIQScij93ab2Jpskqudrxv3k4QkjfmGtZD1wAPArbdiktF7Gg0pV54Oclc+9TR+OH8zTSOyifmf/qmxjTF3WXJlQNQh26ULRciypv0+sDERqNKWK9fV5FpOsvKe9TG5jYZVz18UXtM6xeRu5ybbmqbIz19EWsQGkztsH6V98TkslyWB3K/8Spqof/AH6eFjpOBZBsTj7QoNgu7Vd74T+C+b3+OC3BrGu9cDtkrGXXkayG02kWAyM5OblTEmI/pwJVdu8nmHcr3XD2M0wlMhSeuvvZaG10fOdoDv/37gf/wPb0ux9Ys5ImT4gR9u47bbyEy2vOFGOmEayK2TKwPCQy8+YsqVPedVPdfhEYfJjZGyc0vVmUJjcqeo4FQesV2dx6zkzSjVenbMq2XUDsgSrz/8Q+Atb2G/144P3bdA9+LJkzyTK303rPMq28mfC6903JV9TO7iIrA2FA+fxuSmoG15kNvxM7l9U2nXbgNDCV7t96wJkHu0Z4LhvQK5999P14rxPDBiZaWSHD/2GF07oL7ZtazDVk2dn/txCHIPSpQlgVwsGH/e7p+6NCY3T1COzEHRJ28hJleTK0+xqCeQaz7wRTmDNKnsaMZTgsn1gFxVl3ZeS+rGY4yjDtLUA3KXPAnY8jJZ6mM2kLv2DA1OclJSIDc77mdytR1RyXnI9N8sRL2sbSULrS0Lepqsm2e8K+dZIbnRqKusjNhrlyQCHI5GZgJmg9ybb/YmUk5sb6vl7jvv9JdxKOMpbYIKQ3KbRrfL1OT6mVxioWLR0Z3Ok5Ire6LRNkFunYQ/ECVs6+FiBXLPxVNAbugHuXrUyLfYuO8+Arhy5reknGkKMm3SAIPaJ2lGZDC59Mol6Kpvpcbk5ikPcgHxTKfiegrQMBlKJtf9/Fe8ghL7d174P0wmt+BBbqtF+7keLrA1uec26IGRcuV/9nPPxw/il3H2QsvvPyXqyp5u3YiFBeCaa4DldTd5UWPsvLuICACNqDCZ3NQvIVQ1YDqTW9D7ucSz2aRrtxYeseTKERqeGko5Huj9LutArnwMZVKnYmsLmJ/HZELnPgwFyJ3G5A6H+IvHb8Z/efgbcc89IMTx8pdTSyFtrKmTKwPAauu0MxakZeyvyR0m1X7L7yj4FmqAALml2UYtmwJyk6Yw6ZL7laYEcpmxQ4HcMjGTXNEjF4ApV5ZmNly/YoCUHGfOQGlxo4jkXUy9KTFjY0Ne/8lP0usPP/GvGSbXz3j3+6JN4A6MpwCQXBlpVZPr+XxAAxsjemaUXHkak7ulPWPjMTZiov7m5zXLg5/4Cbp5f/VX2c9aXyswjw1E7QRvfCNwzz3ABz6akDGgVj9aJ1cGBJMbzc/E5EqG8nx5lO4/8eFqgZYJpQyI9JpcWUIyBeQOpjO5CuQ2LJCr9SIHQBflU58CvvzLgQ99iP1eGbLO+/1/I77f47CcpW6pF6DlW4HJ5GaZ27dcxsICsDYQf5+Ryd0uGSa3FuTyY+B4TbC/R3tkrpjtMciVJUzTamb/+q8rSdLHPgZ84AP0s6d/OQAaa66+WliZ12z3HIpDkHtQYnsbGI+xls+Zf+4epwGUMUOoA7klQvUsTpO3EJPbcOXKtUyuWYSfFwFCpuZD36dBoTG5nlpTGUcEoX3xgvaZk4kCjqxc+YJHo7i8jGeC0/JHc6c4kCuAtQNyJ0edJt/p2M/kbpbiB11WWwbehTSVqM6wamuAXEBNUGVJxiccQ0kMaEwb6XUlmlx5MgEmrTlauWXcfJ3o9choBsA3fAOpaLhIUxALZTO5ORy3XUBjcpmT1WiQMy2AivHW3ZuZSDqRIVeuY3IBrV3FeIw8B55einENnvSD3F40G8i99lrKbmdptj6ZUJb60pd6QW6WCZDb9zC5RQum8RS9ciBXtfQwmFxx/zXdN3S7wKfvT/AJfHHF5ErJIcPGdLtESL3z7ItRbuhMbsSC3CAQ1wE8y3Bunca+L/xCeS4C/D/4QffA9LjnHnpveQqnTxNJvrLmglx1nnwgNy4J5Com179oxzK5ooUV14YGEElbYK6mT4rIy+QqB1BNMq8WchjWXjlE2yBXqGXECx2TLlf2JW73348N0D2o1kj+xb+gxZxPfUptJs9rAynL5K41T7pgzJOgE8gV+2XU5Eb1cuXSbD+mekd3PHLlRoA0qnoQl5MUuYfJNdxw9RKMc+fo2gCmXLkUF8LHmkiGVy6OAXTTWiDX6D+sgdw3vpFeb+0/zTK5vra3ylzSNp7yLHyrSBI0BJNbJxsHNIA1omdGjR01NbkAsLGtPWOjETbjRbXPN99M99968wTw6ldTv2ZmYWZ9I8RcRMf27d9Op+x3f1d8iL4oXeOuDAgmN5gzQa6HyTXyCEBTa/lBrlo0CSuCQI41sSd3UiB3WP2ffDr8IHcr9Jv7AfTYv/KVwF9e8R30PHv8OsqSTEgBDQt7euVmKc/knjxJY//Z8vRMxlOAMJ7aFA8kU5Orv8VYdLTyuckmHXcyZ5aotNvAMBWfb9XkKonz0Tm025VHzExy4p1GWVYg9+Mfr99WrvR+67cCd99d7bdvQQ2omNy5uUMm9zB2OURmsJaZSdVWk2qjdDnTLMZTADAc0WShWAaPXDlJgEkRO0yuT5rU7wOjNEaGqAJjszC5mhmWqsmdwuSuXjQZx62AEimWyV0PeUOf5WUsta6TP1bhY3J9IHcsdsow8in8Nbm5a4qSF4F3NZx6JwKjsDv1PKlrHJruojIZib0gV3yOftwak6s+6qUvJZBbZ5AkM9b3vQ/lz/6c+jNXbjqZgMyFrJrcooBYDndrcmPkLONNIFdMOHqiUFMT3khCMquSTK5kuTxJ2/w8sA4ynlpaIgBVy+T2Y0pi9URSgNy3v11z448iyhbe9a7p5lP33kvP15d8SS2Ta0s/ZajafP1+lTJcJp9XNbznz1cycGk8xYDcXg/42CcivBifqJjckXRI5c/r130d8PnNo3hi82h1DEXIugwD4jqUczzIXWsjjqvnU48rjwzcPwIk8ep08MxWD6dOiZ7Wa+4KvTpP8+74CgBJo7SYXL9aptkEwrA0mVwhpeMYSkC6hc5btcsRksgvVwYEyHWYXPfaSZCbjrLqOQYUyNXXZ+KYFs7U/7l48EFq7wJtjJV1fE8/XR2DArnm3GXUIduqDo+R3pEjwIV18Q+9xrEMWJMdgK7FqEyMUge1GOCryW0AadisQMaQXhuefsWAYNT1Me2ZZxwmt90GRsUUkCtPpjQAAggFLC0ZmxlGaZpc+S1vAV7/etHqyzae8jjuAgK8ZW2UWzuUKycJklLKlcOpOQEAbI/pGkqQ65Mrq/7lo6TaofEYmyGBeglyAeoYiNe/nhL6973P+ayN7QjzCY0RnQ7wohcJ/y8rJzCUB0xpWL8vlFeGXJlv13PiBJHLZ0cij5BzUVZ6Xa6lmmIc6gSBX10j9wkAtkbVQzO1Jjfs83JlMQi84x3AX/0V8JOffDUhfw+LOBgABWi/lOr7llvofrUXWTwgN47pXJ0rTph+Jnk9yF3bEPemXHCYVpNbttV2MhTInTfLVAyQ62F/VQuhVFyXvWByz5+vrtM0JvfBB0mq9BIqzcGJE6RU8LUGSlPCGZLJPQS5h7GrIdiTtVHbMPPcTsSAqEmWZ2FyAWAwpoetjmUAxIpyzsiVa4ynAOECrMmVp9bkFi3NeGpGJndd+/80kFv0nR6LAIjJTa6RP1bBgdyiUGOkTLw6HXrmzw3EhdFrHBl3ZW8PUQhZtyexVb0To+5UxlulRVYzAAAgAElEQVQltYGkiUxZGXftkgSY5AwjozG5gMgxX/pSWnixejQboTF+2z/1JvXznXe6mxLINaVGTeGNVvYYJjeHF7QSyBVDlwQZ+RSQK3sE74DJXS/ngMlEPXr1cmWeyb0QncBrXkMKQzWXftM30XnVGC42pLvhHXcAp6imnJUrl6mfyc0TGjDEoJFmdLzcYVDrMbEQJY6jYgPdNxjG4eI6KJDrSVRlrr6ZVsZ4aRGhEfFJ3twcsF70ebnyahOnTlUthADgNbeLnbLuJxVPPglcey3OnQtw+jSB3OULkfG5gDbGLriLBwAxuRMk6rjranKDAOi0eZDrY3IXF4G1XLi5ixtn4mG8AQ/Irbl2Sq6MxFUfMCA3g3uOjFhedkGuQnyukqDRiowFLLWoGR9nmVzuPB0/DmxshtT+zjae8oA3musSQ80iwZUP5CYJMAm1PqXStI4ZO+pArmRyDbmylDb6EkoJZk+erP7GMLl1La/6feFCbbcQKvyLAf0+kJeRMtDaSU1uo5yQXLmcTa68LZgv+Wj4mFxVk4u56tyORtiIFpEkdJ2+/MuBL/gCwrdve+zFtA2z6ro+bGC+Vd3Lz3seEV9ly8wJDLmyZZAEyNrljsXk8vefAm8yj5BztizN8YRyBJ+xM4XKPwyQy0v+5SFtBz0e5Aom97d/m349dq0A+h/+MPvdcii5pX8WFy6IFMHjQ5Gl/hz29GngXHrcYnLh9d1YXCTjulGgmT963JXlM6pa/Whj2mSLzrHtxdBuA8MJPwaOJTBuBjSHjqeoXp5NSBb3i76IFmzrgOiDDwK33grccAP9/s3fTJp5H5P7yCM0kDz/+Ycg9zD2IARgWB8m+OZvBn72ZwlkbZViANAHUTmhBbybrAK5E3rY6pIdQKwoZzFK4UpTpNOZXMCqHS1CRDVyZeWkKFtuiGRnKpO7qS3hTyb0neDlyqtYpCTWjuVlLIVE95w/rxlZciB3dZWSS1QgF6BB9+yWC3KzSekwuer8ZEK7pjO5ZVjba1D1cZQM+TQm9/9j702DbUvO6sC195nnc8+9982vRtWIqlRVQpOFAGEhMYkAdxOIwQgH0aGmG+yIJgKLdsgNtglbom0DJsA4wHS4m6EBKYTBpoRQt5FACDFIpalUUlW9qjfdeTj3THve/ePLzJ25d2bufUuIojpeRlTcV/eeYQ+5M7/1rfWtjwVOArxxkKvZAHUyXwDE5LqZPEeAXIBaV5gGD8De/Gbs/Yf3i19/8PeLbFMQAM3UU8DYmTMU9P772Xfj0T/6twqxGUXmHo6NBgX88nkkcQoX5vlHPYI1TK5FGjdNh4DvVwO5HZZwyDG5XEoHAD/zM+wf3/qthMxypjyF8fGPE7i9fJlOYHNTL1dGYK7JzbUzIIY81BHk6HaBBZ+zbD0SAZWGDeQBTQte0XhKI5HlxwRASQgESR1NA8gdjVgvVB2Te9ASLO4//se0Zv72J1+GH3rZ4xlDlh/XryO9eAlbW3Rpz5wBDo9dAnEad+XauJg8AIBGHYpcWTC5hjW219XLlXUSQoC7haou50FSR/OvCeQKuTKa6pzVyJXrdQKa4u+6cXBAsnJI+Eu45hhArjTEeu9M9EyuBn9ubrKvxroqV0717VIAKaELZLJufu+6hh7bDSB0mtneZXFmN8qVJZCryJWjnMQyP3Z3aa2YSIaUZ8/aQe5QLXkaDskFPVl5CmtFYMwMcoFMGpyBXItpDcCYXJ/Jlc33AZBko0mLkj6i1EG/dgi5MobZnPJ9zJyhON7xmCoSHnoIeNe/XaPnWpPwmvodDDvZPnX//dQadr92Vgtya3VHW+Mh2imenGTKAMt5nz8PbM14gMD3bHuCttUCfKdT8DMxrTUC5PrZQxNBr4ZwXbbuo6fvDNBq4fg4I8OvXG9SyY2hhQ2/1K+6QPvUk0/C6EMRx3omF2DxVrBeuBc1g7pLmHq1zmZrlMTkyuSvaD2pA7kLusZaJtcAcoMZXatmk79OTcD/tQ7eFusd76CH8kMf0r8uTYWJIN76VuBnfxb4qZ+idcQEcnkrs1sg99b4soyDAyRwMF3UcP48+Sasr2dZTp3ksN5tah94AXJDqr8sq39tt6mGNwi5vLm8hRCQZ3JRmrVdxq0ik6sJngEp6FmyqCFJgDDEPO0px6AwuRgX3GcBEJObbIqPEc+4DuRubwvzrzzI3Zqx3UMJ2tJClrfTYYbBgdpDNE3pOtvM7QTIzbtQ565Tq0XfIUAuD2z53NAEYAoDmmsX4DvZ8b/iFcDnO48SCnj/+2EcLNB6u/uf8FOfyFqyXPtscXEMAqAZe8pF5eTk//TF/wWfXNyrJD6j2MwCNJvkNCufBzG/FuMp3iOYZ88Fk2vo0zwCThIy9eKVApdxTaUNpSGcjHOs2LKeBZw///MsaNrcpOxqWX/MJ5/EU3d9I774NLuXFy7o5cqJhcnNmWDYkge9HrDkRlKsfMImjXvf++i6dp0M5Aa+XXIo2gIhSwgQk6u/18MhMI26+hZC+3UBcv/Vv6I1EwDaXccMcq9dw+zcPVit6Jm+cAFIUwc3cLHA5NYRwhmPtB/TbKpy5ajESE9IwQtMrv4wx2PgyFODsCA5pVzZEgwLuTIaBZC7rA2wvZ29plYjJkg+lsI4OMCsSRL0Skxurv5VyJWxVmRyDfWvG6ySZ69+QcPkmkGuz9Us4t6xY+qY3JVVkBuuzCDXyOQeH8Nr0Ukq7so8cLYxuRsbanLtDGstpYsJDExumjoEZKT1ySRh5V8BADveEEiSzHiqSguh1K/E5Ob7R/O5USZXVkCu52HmDJTlr9EAfuIngC88XcN/xTdpDXROoo7S85y3yP18eLdertzUz41+X2qjxpMglvl3/jywdaKqr6LIMa7JgLS3VOjJzY8JAObcHDRNrQm1Xg8UV3lehuolJveZZyh2ufNOIhLT++5XHKjlMduj+/Kqlx0BYGWhL3sZ/THP5EYlTK63lgO55mSAUu4gzGiIyW3Uk0KYLOJR+VwhgdyxekydDrDy2fXO98ld0CRptZjNC1NQGtVElvFzP0edfoyDM7lvexs957//+/rXbW3R+nP//fRA/PAP08Gtr5vlyp/7HAWVDzxAn+37X5664r/hcQvk/m0Z0ynm6CNJHPHA9npZvYp2QzPIq/J9GaMSd2VheMQyUJzJPQ3IjVMXrsWTotdjLFG+1tTUJ5eB3EPe4Ju9j4NcrfEUxvoHeHcXO8GauK4iCNOB3J0dHGOMRj1RPnsyAY49tijKm2CYFtyVeXsVscnkpcQW8w7huCmMp/TBM5c2rxK1hYaNySW5sonJbeGuu+i6Jwnwrv/NxfNv+gE47/1tPP5+g+xmdxcHmOA/PX4Wv/Ir9Kt73KexfaO4YRPIXWpBLh8yyI1jGNuANBpAGOXkyhGs9V+87VC6YmCPAwBbTS4DuTxGGmFqZXK9tI10qjK5ixo9LH//71MS9l/8C3bp775bcfHUjV/43Nfg/o/+R7z1rewXGpBLNeF6JrfblUAr70UZOTRfNYOkVuz8OJPLA6p2ca359m8nYxsPmZEPlyufhskNk7oR5I5GTGoZhhlC4kzubl1bj9vuuGQulB9hCGxvY2t4HwCafyK4xf2q8RQvQxjpQW6jAUWuzJMmJofeXt9gPNWwyJVXavBsSwZYmVzNMSly5RzIfcfHvh+PP56Rh1STy+6nSYJ3cICTxilAbg5Q1uu0rxwlI+Z+R+ecpkCEhlYazJncvdYlFeQaTHb4IQn2NM/kGtaCZpO5K+eYXJ2s1ghyfZ/avSHH5PoORcc2JleWKgMZApXYXGGUppmzHBzOMFDutQ2M8XZfN3ARWC5PV5Ob+FlNbgUml4NcniAzyZXbbaBeSzDFSGVyMSjk+L7xG2mp/nj99UWwEUWYJgOMhtmxiXXAv1MvV27r1/3BAJj5KlgytesBGHg7Uns720pzANYPOpU7LthJi1aLEr4CfFtaXgGsFRyvT+XnLoFcTh6+6U30563LryYprKa38+wqgduvuC9Cu81AbqdDaqQckxtFjlEGfuECsLMaIl5ma7LtOilt13JMrs7pX8Sj8rkCCJb0bDfX1PprBeTmmdwlA8aMyV0yL5wX4k78y78M/OqvWl5w5QqtB6MR3ZDHH9d7e/DWWffdp/6+jMm9886sPg/4/wWbewvk/m0Zx8cFBrHXkxzyTEyuZigBj+9nQMnAmgpnzqQJxHHWnLxErpyvybVtaN0u4McNYWRTZjxVrwODpoejcKDUT80TOrl8TW6rlWKKEZLdHJPreYhOFtj3+qJ3phXkMiZ3PFSzf/0+MPPY9ZZrcgN9vU6/L8mFJLYRMLtWAxLI5RuaBbSSe64qiRbBtonJZTWZeSY3cFq47z5a/971LuC3fxv4l0f/IwDgt35up/BZAICdHfwpXsc/AgDw8J1zbM0HSJ9Ta3mDAGiG1UFuFDuoG6SZjQbVk6XSeSRJeU0ukJnGZG2y9HN8MgGOogFiL4TvU3BVQ2IFuQDgTaUNMAiwdOlh+Z7vAd7wBuDHfxz41/8a5SB3OsVvL6htiGj1eO5cob4sXEVG4ynFLIMzubGZye12KXkQoi4xuXbFBXerTRequ3KzXQHksucoTM3gbTQCpr6qiCCjtAb2D109yO3VEKMuJOli3LwJpCm2u1SjdP48Ja0B4Ek8qDK5y8AOcpuO6q5cIiHs9RylvEMYT1mY3ONlk+a4YHLNsm49k2sGuTa58s3VBA89RP1VASZXTirIlWuUmSyAXI1rtc7JeDDIkpgcmAgjPc16xpnc/dbFolzZ1kIoUs33QnZLTPeCVCAaubLBZAxgcuWcxJ6DXKUm14NdGri7q5pOARnolUCuyXgKyDGgskFSWkPNcM4KyJ3PJXflKiDXI5BrAXtAznXc8xCyZygvZefDcYBhJywyuWm/AHLbbarN/Sv3KwtgI93bxxQjDCfZyd92G73nqeUlvVy5rY+1uPpFfk5t8+/8eWDnsEEyain5XQZyT5IiyDWtNY4D9JsBZhF7/njLK8O9plKynEmmZDwlg1wAeGb8SmNv59kNutaji33cd1/OfCrP5MZ2JjdJXeyushtru07CnV0GuYzJbWoSid0usNT0vRUgt6euT51OZuRaBLnsPc2sYUdaq78gkDudlpTyPvssAVGA2opdv66XjnOzv9tuU38/mZAuX5OgwOc+R1Jl4BbIvTW+DOP4GMdN2rw4Duj3M3t9LcjtadgK5Jhc369Ukwuw7HMYlgIALZObuCYlJwCp/oYxSzE/BwPzAQCTrocjjCkyYt8zj+nk8iD3ttvI1W++lcva7u1hF2eQpo5oNfLGN9L7f+vG68wgd00NqgYDYM5ZdUXOVKzJ5cc395i5Sh7kljC5vqNxoTaYRoiaS15rugzYdxhqcmONXNn3EaAlAt9/+A/p+/7Df6VI5/KRod3N7i4+6r5B+dXD33YnPHQwffe/V35PIHdRnclNYEyacMAaoqG2ELIkWYQ8k0kNxTNhUDdcuEDGK3uLLjwPaDd5lGd/hlZTScoUBFi6WX33hz9MweOVKyCQe3xszqpeuSLqzwG2X/ZydVMgd9wGLHLloEYBGA/oI9cqVwYkh2XY2UAgK3UIFwE/ZQDlcmW51Q0xufp7NxwCU69F5yAFYLzvtRbk9ukeefu5NhcsKNuqXQIA4a48mQBPul9RALkNhOUgl0teS5J2o7FDDFSBydW+HP0+BXmyTDFIGtVALg+2uaGSBeTq5MqLmGqd+fNJIFfPYohxcIATJ1eTa2Nye0XQ0O+ztjWAOCab4kIwufXzBSbXVBLSbgNeWFMSZFGUwkFi3L9EqcOXIlf2PHh1ep5PBXJ3doCzZxGGwI/+KPMBFFriLPloq8kV9bUYqkxuWjO6e3Mz91Mzua0WGglJj6O0GpPL4xSebDAxuQAw6sXFmtyknz9lAMBjjwF/Gb9CaVcGACfP7iNCAxvnspN3XYohrq02oZUrG5J8SuxUEeSmqYNdZLLaKIa11dJwCEzjDOSK0ghDPAcA/VZIxpdxLNX/619LIDfnHyIxuc89RyDyscfoV0/XGTuoaUY+u0nXenDbGm6/XTJWv3ChWEfOW15pQK7I4wQjAcgqMbm1SSUm1whyDX3ebSDXXyWoOTFqNXpdkjgIRpsvCCBOpyUK4WefzYyk3vIW+vn448XX8bUhnyBbX6frmT+2JAG+8AX85dqbKCS5BXJvjb/2MZ3iuE/BlyJXXhZlYmVMbh7klrGmSo9F38/65FYBuey4qjC5QGaGFcd2dhkA1roBDjGh72BP/kmkgly+ydx2Gy1Ax1s50Lq7i+dwBwDgda/Lfu04wP+z9aAe5DoTjCfquQ8GwGzJgiMlaNNLbqj1K3M4qOB8zEe7rW6Y5SCXRcn8OzyKInWN4ptNWoBjuEWQ6zQFC7GxAXzN19BmDAAnX9wxtmb6aP2rlWN/2WO0OG5/St3QgiBFM1JB7miUMR8A4J1kAJGYXHNNLpCTi8ZOJSY39OgmlDlUio49yzE8D2jxbHAZyD2RpMASyOXz/9IlhrX4RmVic599lp4vNq5fh1Z5EHlxoeeofExp6hCrJJhcx+jQK57RxriS8RQgBfVzWpSE5NDAxuiZ3DoadTOTGyeuAorh+9gCoVs9yKWbvdrLgVzmILaVnhPv5SVITzoPqIwjZ3LlwnxpNFtOznjKDCj5eUydcQZyw5AxuWZpJsAYQe5CndaMyQAFXOXNsKrKldOUQG7UVrql1GpAlDisl4kF5LK+4Ht7bLng/U8q1OQCkokPkLl7C5On4ldOJnT/9mtninJlC8hNEof6/ko1uSYJPyA5s3NQIkzrimuHct/ycmXW01yRK3ugOVbC5H7sY+Qb8773wcrk1htOIUI3ypUtsu5mE9gceqJWXYDcRgXjqWRFhu5p7XRyZeYJYlKBAMCwHxeZ3KSry/HhsceA3XgDW3vq/N/+Al2Dc5fV67S2BhyFfb1c2QAo87EWYL+ufF/ZwvnsOa3C5MbdYuLbUCcMMJCLPn2HALn6tabXAxZc2szXWMl46soV6jxz++20fn98i7GDmrrc2Q69f3D7BBsbkkVKt1tI0Eaxa+w/zJddWZoeReY2laIm11nXMLnF13e7kt+NDHJ93gJPfT1tvUw9JtfkJgkCLxXJR7G/9Ysu8WUjTUuY3DCkPYwzuZcvk1xBV5e7u0snkU/SirYlueT6bIY0CPC1v/mDeM97cAvk3hpfhnF8jKMOrYCKXHnBXP1yINdBArdXrGUANExuSQCmZCODQARHpn6uWiYXrpVJExta2CAzLGHoYN40J/2AjEhWK7GwXDkaYTwuMrm3304/j3ZzwcruLp7B3QDIMPiDH6Sy3fvvB56ZbdJ1lQHczg6OG5sYj9Vz7/dpUfbRUjO9McxM7hzK4p6BXPNjRyBXU7tsArlcjsqZXCbH1TWK1zGgAEQLIXlh//Zvz/59OKtrm7mHW/v4ePio8JXY3JR6Ck/VjSvwUzQRKKDBcVQ21/t0JmeKE3PSRDmPkLe4SK0BlQjqWaa2CpMLADdXa/B9oN0UWnPt68XmNpOMgYIAS4cmfgHk3k1z0ghyGZN7z930vdeusS/JzdfQjwmMaaI8/p0rdBSQa5MrA8CinblaCpCrqckFJHC1oM88lVyZ1/GmDTQNQaHYazFSWIYtlxKCWpA7oGM1Mbk3V2totTKJ2wMPAE8m9ynBS7QM7Uxuy1VbCJUYT43HKDC5IRpGJlcBrUKu3ECzfgom17Lua+XKUQSkKRZRUwG59TolkajJrKUmN6Y3hSEFxe9+j4O02dKD3H5RhTQYSCY+nMnl65kmGVWrUcy256ggN4a9JhfI9jo6bXOfUoDV5KYZk8tBro5xFIbSmppcHZMbx0A0WNMHk8slfcbZs/jwh+lXV69CorD3xEtFTW6nmPg2Mblx6hrZPQC4uM5AruedzngqpvnnpS2rXFkBuZ6XzQ1DPT8ADPuamtzYDHIB4BM76iKxfYXWnXN3qXvU2hpwFHQht1wTe7bFUA6QQG6aWpMsPD+xg8wFOLYkdAEGcqOu5K5sV+YBQL8dCZCb+CESg7syoPcPycuV77yT9tBv/Vbgt/5LB2FnqO1kMdun9w3uWBceR2kKPchNzEyuYGYxzvaiBMYSJvF6Z60SkzscAieeBuQGDlzEhW2eP7O+5JcCADg5QYAGWg26J2LPfQEgd7mk+WYEudeu0Qt4ghwgNvcjHymYYYkyh7zjlgnkHh7iBEPM/Sbd1lsg99b4ax/TKXaaFLjxhbDPW5e12wWQW3f0GTAgF9z6fqmTcZ7JLWO5dExunLqoWWaTshlIdb82VnNtEBaY3Kd21nDffdmzyz+X1xDN93MrxO4unsbL4Lop7riD6komEzL8e+aYjFKUVWV7G8fuWiG2VdomKXImBhpy0aoCcgvGUyUgN5WY3LgE5AZMEl2ByVUCsDyTmzaUzeA7vgN4+GH69xHWgD/5k8LnPfH8GKu0je/9Xvp/BeTOVGZRB3IBFeT6f5W5DduYXB3IjWN7n2Yhzywwufr5x8/jpr9OcuWGXa4snrmFdMw2kFuByZ07A9z/IH2fALmAuhb4iZXJBVRnzjB20SiTKzeyIFI8p2Ugd5XiD/8Q+PH/TJFls1OByeVyZdSN/WKVekKZya1fBmAAuUO62d5RTqVx5QowGOD57RZuvz1bQ+67D9hPN3B0kh1z5EfG5AFAgbgsV7axpgDFDMdpUa5sCjyV2k4uV04baBoY7xcKckO5Ty573yIsgtwoQtbYOj98H1gscBJ2sM6W1KtXgXe+E/hY4w2VQW6/D8x4sM2ZXAFy9c/p5iawl2xoanK1L9cmD8LQ7m6blysLJlcDxsTnN4YaJpcuqgxyAcAbGKSNnKk9cwYf+Qj98+pV6QM0slpdCZOdydWdMY2Lm4EAuQnbhyoxuTEd1zLtWGOCRoO8DvLuylaQOyi6K59EepDLyxG3cwnX7efpPp67T93k19aAI58v5LwMgf7XFDsVQG4cl0qDxeulxKMtQTscAidhV0rKsGOyEASDbixiFe6DYnqGej1gwRR2CshtNJA6Lp57LiMPv+d7gIMDBx9ofas6v9mYHdJN7K+3sLEhloYM5LIEbZJQOUYdUfYgSEMLci1qrXab1rQTZ1hkcjVVfZMJcDjXyJUDoOkUVR3iPrfW1DXw+Bg+WqLuV3QP6G5UA7mf+Yx4zvkSYAS5vDhaBrl33EEHnf8uXS0/ALFA5w1aj46wDzI52N7GLZB7a3wZxvExtl1Canxu9noWkGvIgAG5Nh2+jyhkzK9B3pJncpPI3ie33QZqtfRUcmUlaxsEkgmT8S2YDGMCuatVBnK3hophHD92HuzOj3IL1N4ensHduO1yqkhj774beP54RCY7sgR0extzDAqYQQfsASCMHa2EsN9ncZpUR1lZrpzKTC57j+Y6DQbAfO4wyp85Na7ofTomVxi1YKPI5KZqxvPsWeCJJ4A3viGieyD1aebjT7aJjfzu76b/39zMQOvWQi2SCgKUglyZyY0Sc9JEAbmiT7O5hld5DwO5AgAYAgVxHsGEyZUrMrmrNLvRQUDzHdn8v3SJ5sVJ3KMNR2PeAYBALvq4914CY0KuTF8iXhYGiRGMaYGPxdBLbOTNseTuXV6TCwDeMsHXfz3wF1dp8aokV14ugSRhrXROweQGAbbci3CcovEsALRH9KB7hypzgD/6I+C1r8Vzz1FswAdndGeLbMKFfmoMwACg2XSorYzUmgmw1OSOAA8dYVKShhFi1K1OskCOyU0bRrmy9l5z4KNJeAllQ2eUBUjsWVoEjdOB3IMDxHCxCJr45m8G3vzmzCH0oH5WXS95L9RB8boOBsBsxQ6Mt5dacmWK/jptbAD78ZoqV66QPFCZXLMZG8Cd2etZosjjcuXivRbJiWa/UJO7Ygkvfm/FPeuu64NJVlcXrZ8VOcarV0ES8FZLC3J1MnCj8ZTlOgHAxTNRBnJ5x4Uy46lWC42IjstLW6hZmFwA6LVjEacEvIWQIUEGMLd1CeSmno952NKCXAGUliqVt32T1rRz96p71NoacLRS19hTy5VLTJ506hqbagngILeN1M+5K1vuRb+TCCZXJGVsIJf7jfDn2/eBZhPb23SYHOS+5S0U23wg/Xo9yD2O0XMWcN0s3jg4YF+SJAVDzXod2jaYyrovmNwK1ymVQK6FyZ1MgMOTYlu0IHS0IJfvM1uN29Q18OgIAZpoNem4xP3trpeD3MNDqqH7u38XCEPxaBprcnn7IH4zACmwXqivNYDcdG2C9+LvYbmVW28ODwXI3drCLZB7a3yJ48oV0tHLMtnjY2zhHNbXsyw7Z3KTVudLArlxxAI2gzZOYXKDIHNjNiyijgP0ewzk8gUotRtPKZtBGFpluHxsTmLsYRPJ0gOCAHP0cOOwg3vvzV7z2GPU+J07J8+nuWBldxdPO/fi7pepC+ndd1Ot3/O4XQW50ykWSUcJ8oCMKJPPGWCgQbOhEQCFnsk1SGQBDnKblWpyRyOGPUU2JKth0wXbovMEzpQyuXysbdSIydX0fPvoyctxeXCEe+4hufjly3RM7VqAbU8Fs0HIWtfYQO5nM1YzThzUDY67Sj0h2zSTU4LcskCh0QDOdGe4GW6SXLkqyEUn2/yDgOa79PdLJNYg0DocFjcnNoJnriFMG1hbo2ukMLkyyPXTUiZXrhcLE7e0JndRH0pAqTqTKw9ToErxeZrV5LLa1EogV2ZynQvY3NQ74rbHdFAKk7u1RS0S3vSmAsgVa5P0SIjWYC0NDQBep5kBDf6c2tySAWC6oBfYJK+AoSYXdSOTK9Zwp1dkcjXHJOTKMsj1faQgc8BCTW7EvsQAcrlJ2iteAXzgA8Ajj9CfltJcAoBwQf/WgVxh1gdomFz9c7q5CeyFY/HMJQkZoZnugy55EMUOGo6+/zBglivrkgeuS3PDawyKcnz5RxQAACAASURBVOUck8sJmfftfpWVyf3z/Tsxn9O5CoWoJvEN6JlcIVd2xkr9ta1OEwAunouxhzPwZwGSgL6gak0uQGuhjckFgF4nkeTKdCxWJnfkKCB34dWQwtWC3H4fcJ0ka8XFxvZeDXWEWFtXv4fadjWRwCmA3DImVySXKoJcmcklGa5drpzCFTWkVVRw/V4qmFzxDNmMp/hzJ4PcVksYIt9zD/1sNknh9UT0cm1MMJulGDTovDhpuL8vnbjoDUz/a1Jc8HU/L1e2tQkkkDsolIToTBAnE+BkUSeSIw9y3eJawMvhnq/dpUqDOZPL1lOx57Yn5QDxF36B1ojPfAZ4+9sx/SI970Ym9+mn6SbyIALIQG4+4ZADucyOAp+4toH/Hu/F73xkTX19nskVmbHTO0T/bRu3QO6LMX7jN4Bv+iY1YJhOsR1vKvI7Pn9XzZEe5OaRGBuNBtCoJ0pNbg2xcZXLOwSWGU8BLOuuMLmn6IknMbk2YHx2M0GMOg53yF35i6CVVmZyH30U+NSnshrKxSxR7dF3d/GMczdelgO5vI70GajN3+F5WMStwqU1yZXDuKY1zRFyZS2TWwJyk2Yh46nDVuMxA7n9jDWwyZVFKZd7rsDk+gaQO1l3cOhospKehz9NXo2/c8cWAApsf/InKQFyvneCrWAiXpqm1LpIx+Q++qj0kVuHmeNpYnaoVJxhxXVyrHNJBPXMGKnMcRwALvRnuBmdZXJlO8gVew362eYfBFimHXoeGUZUQG6/r82GI44xf44cO/p9Sh6YmFwBxiw1ubxfNkB15aaASkjpalkQKRJeJSA3799mC1Q7HYnJLalNVVgouSYX57RSZQBor9F1Uto5fehDAIDF69+MvT0V5IrL6mVrRBSyxKAF5AZuBnKjkqSdAOsM5Ao20MCuFBjHJGEmKvp7J8i9er/I5FpAbtgeKCB3hQ7S1NHU5MJck3twQPcH2f0Sc68+VPeuOQO5hppcwabzmlwLoAQokD4I+sXguUqt8wtkcvnaYZrj7Tbg1Ysgd44+6vVsLfjGbwS+9muBH/uTb8Fsjmyx54OB3N/7xEXUasD3fR/9arVCwYTOBnJbLfrOWUtaxxkYswGlixdoTt/ccgSTWwnkgq7TCh3j/Oaj20kzuXIFGe6Qu5SzOTXzaSLrQK7jAOPWKpMgs7Fz1MDZ+mFhv1hbozhG3uNPLVfmINcw/wQIqkmJxNgeO4k1kPXjLUuoARLIlZlcwzPU6wGLlauaagYB0GoJKw6ZWHjkEeAJ716kMw2Tu3AxaNJ5CeWYDHKFozms59BoAL12lAO55Uwu720PQGJy9SAXYCBaisP90EXLBnKd29W4fblkkmj6DpH0aK+VA8Rf/EWixn/0R4H3vhfT//XdAAwgdzoFfuVXqA+hvMnomNw0VUDuZz9L0v2PfhT4xDM0mY4PcvvI4SH2QAHi8THzeun1bjG5t8YLHJpgFcfH2PYnCrMl5m9z7VRMLgB02xLI5a83rChFJpcZT1k2tMHAUWty4cK17H/5gDuOgRrM2XOAQC4A7GwlgO/jKRC6zfe3BjIia552lQdzemOO/WRdgFo+hO9PDuTGqwB+3DCC3AKTmzjabCTHL2mnyOTarmsR5JqDZ2HKqWFy65pNWTC5zUtFJjepm2U9aZHJnd+Y4hpuw8N30u/vuy/7/I2eh4Moq3eKY3L51YHcd7wja/Mmm7XEqVNNrsxrckvk8uI9YUrGZxUkXxdGc9xMz8HzUrTqdpCrrXtjIFd+TCuB3Js3MQ/pZnCQ+9xz0DO5HIxpmFz+Kx5EAkCY1IwgVzyjNclQjrVXcVp6J3cBGnIEn01y2Ok4xDguly+cyU1OCXL/9E+B4RDPj6jQXMvkSiA3rAByQ2Ry5bgkaBPMBJNOVmVyBePI6stM1wlguMeVQa45GBZqiHrGKMH3C/J6/v4yubIJ5C5qKsjl7XdM7srLJXN/z7srGwL0bhfwYqlfsSjvsF9XWdYdlhj/NBr03BTclQ0JsnYb8OvdAsg9ToZCGg8QCPsn/wQ48jr4Y3xVMShmcuXf/aMB3vCGzCPh+nUUmFxhPKVhyB2Hru1JvQhybSD00mX6240tV9R1VgG53Kl6hU6pvLnXTSW5sosmfDgmeg/AcFxDgBb8OX3HjJkHGUrnMe4EOE4GCvu2fdLFuU6x/IbfG2F2CUlWayi/MMuV9ddVgKBaX/IzMe91gARyQ1rXsjlufk9/kMUqmUO5/pj6fUoSyy78nMn9whfosZfbrb7iFcBJ3Mdzh8W+TbNVHYMOfZ8iVz4lyAWAcf90IHc0ouMq1uSaQe4hJsqa5kU1tGtFufK5c7QOPJ/mQC4z7eTbhNiimyM7yJ1OiV594xuBd78b+MmfxPSzRLcmSXZ9xPjpn6ZswU/9lPp7sclLIHc+p/vIAjLO4j75JPDJz9LzspjmvkBicgG29IzH1FP3JT5ugdwXY+SDVWastLUaKSBXALeGWuwehSnqaWgFuZ1WkhlJxYzJNdAlJndlW5Z3MARmkmwoKVmoFSY3DLNjsoyz5+j7d3YA+D6eBem78oBV/vw5+pJvPXD1Ju0EPBPHx/nzxHZfxW0KaOCyHbNcORe0JTU0NM3G+31arFbtNbGwc4LZtvG3WixoEyCDvccAcudzIOqNMnDom+XKnMndrV9QQG68ChCnNb1ceQ3w0cbqUKXqrnyGFtW7by8mKnrtGMtU6u/Je6dqQC6Qm38crCeukckVgLWWfUfZBqgAY9lx3Mbkjle4iQvwV0kpk6swjjKTm7SVx5QrDp57DmaQy+pxwV7ywAPkT8XljnkGpwH9WiDWD0jAJ3HRMMjABTBxVZBbQ2w8bxmM9fvZ9W92zdFLp8MYR5nJ1WNoo7tyXvWiHNOETkQBudMpsLGB567Ss6dlcn3JeIq3lTHW5LK2MnnGxzCdhFx5RSdalckVcmUuvdOsNfJ5rFxZrmw+JqFs+OsAuXt7BZArVAFuX10v2XnrarZFvNY9U3BXtiUDBMhNU2tfXSAnLxVMroO6pYVLswkEiVST69tVIK0We1blwNPzcBSrIBegkryamxDIzbMmu7u41rsfn/6Mi2/+5gxoiNIFXU1uR7/HD4fAST1zcU79gBx3LSD34mV6Vm7s1F8Qk5vCtfaEB4BeV3JX5muZBb2NN2hdOToCEEWYpTTRjCC3FxJQkpK026sRzg2KZSKiDY0G5Jra9RRKQkqY3GaTVBfLukQQWEpzgBzITdNKpV79voM5+khX1WpyATUZKoPce+5RFXe8FOGTB5fVD/I8zKIOBj06Pq1c+TQgd5gUa3ItNd6i1ZLM5DotbVzDjy0Pcv2ohla9GNO4LiWbn08uF0AuyZVVJnfZGNHrTAW2Tz1FP++/n36+/e2Y1jL1W4HNfeIJ4MEHgVe+Uv29jsnN9cjlWPvGDeATn2AvnxWZ3P1aZnCxvQ0Kkm/e1B//S2jcArkvxsiD3OkUKYDteV8rV17Uc3LlMClncjupYjxVmcn1/UpOioOBg5kryRpRq16Ty5lcS2ABAGfP0wfu7DpAEOAEQzQbSb5bDwC6pI7DJDqSc9zeHi0++Rp8xwHWh2FmbAVQ+wzmMmiUKzcnanCR1rRZWwGKG5OiXNkixxJBW0W5MgBMm5tFubKGyW23aSPYzcmVQ0NvOMDsOP/s5+n47rq7eO7dDlMRsIU3A7lhtmPnjgtQQW6cusZNXADWehaoUk2u/vVArmWK52WBgiXhcGYtwC7OYLVM0eYbn2GSKyBXYnIXicrkNpvAa14DvP/9QNqrBnIfeojmwZO7bGeW713kUj2h5mIpIJcH9EkFubIETCJez68xBwHUe8eDG8BsPAVIjCNjck29DAvnIDG5h8lIBCqFY+rT3PdmUkZ+uQS6XTz/PP2vnsmVjKe4+sXK5BYZxDImV4Bc9sxVYnKDQOr5aA7y2u0cyI0AF7F2ygq5cq2tBLY6kFtak3vtGk5cQm/8ORDBv9tTQS5nsDvFCyXUMr1zGZNbgTX1ogZJLX1fCui1L9f3NY0dNGolcuWkVpArW4/JLTK5R9GgAHJ7PeCxu47xJ3h9EeTu7OCj/a8HAHzd12Ug97nnYK7JNRzTcAjM3Kwml+8TVpB7G33Wjb0mktCcPFVGq6X0HDYx8Hx0e9m9CCOnFOROzjCQe+wQqGK9xI0gdxAVQW4wwdlxcR7bmFxTucZpmVzHYUbDUiIxSsx7HSDvLQPqTBFXkCuPXKRwsZoGpwO5MpPbbOILX1ClygDw8pdTrfMnTu5W/7CzgxkGGAzpe9bWWB9rG8i1zL/RID21XPkkkkBuFCGAHuSamFw/qqNlWAtuvx24Gl9Qa3I5k8vWaxH3uWzB19QtAwA+/3n6yWWJm5uYvvyr5I9Vx/a2vpWADuRyV3bmlsXDkevXCSvTy3PX8egI+82L4n+3tiC1gnhpj1sg98UYIgJgQdt0imOM4Ud1vVw5D3K9qBzkdiXjqfgUNbkyk1tWk+sMJeOpmjXLVmRynXIm9yId786+KwKwXkf/Ha5LDKJSM5um2D2izUnnpj4ZxSrI1bjhyucLALP6mioXTfTZcOHGh/MZcKsArNptIEzqIgiJYvpsk/EUABw3NjNGSciV9bvmmTOsr6QElHidqi6eF5vBsXrMzz5D77n7/uLm322nepDbdrUgUQdyo8Tc3kJhoQSTa5fLK0zualWJyR30UySoYTpFqVy516MkywmGqvFU3Co8pm9/O/DpTwOfDB7Ug9wrVzB3KLLhIBcAPn2DRWFKTbiDumHjN8mVy5jcpSR5jSNYn1P53rWa2efqJGJ8CMZxtcpchg2gpF4Hms0UC2R1l8Eqxippm1rYZsc0lzLyDOR+7nP0d9mVWeQcA4nJrQBy5T65ZYFnHuRmfZorGk9VALmdDuBJfRzFORiOHwCCHMjlyZVT1eRev46TNZLK8IDcdekcFk6OyeXg3gJy56314npmAEvKdfK8DLyVyEWVOvWkily5LtxthdTckMhptwHfKfbJPY56OiELXv/wHH+G1yDYL7YB+TP376DdpjXg9tvpGv35n8Nck2tYzwYD1l6FM+RL5sJvARnjsy10sMSNgxY81hrN9lzTCzImFwBqJcxvp+uK5DrJlQM7yN2geXA4pZiAg1xN7pTOYciAEjvvxAuwm27i7HpxTdOBXHFdDe7yBWUAA7mm5BXAbl2tJzG59vaLSgI1CKwKDT76Q/rj/DiqVJML5EBuECBqdvH000WQ2+0Cj2zcwEdWOVZxZwcL9NAf1cTxra0R5orbPIN6CiZ3nAe55bXLJ6HUxzYMEThmd2VAA3LjerbX58ZttwHPhxfURN9qRUwuq8/PlEfspplqWp96ik7+7ixRMH3o9eLfWpArgwM+dMZTHOQy6R4HuR/+cPayxSI3Pw8PsV8/K9R+29u4BXJvjS9h5Jnc42NsgyawTq584o71IFdTh8dHtyO1EIqc6u7KEpNr7cOWN56CA9e1L+zA6ZjctbNNNBBg56CRgdyueZHrdxN1oZ7NsBdRVMEfXnlMxgktchzweZ42yAOkDF19XGBydZeVS6q/uMrqX2Ofs6x2JhcA/ICuZRUm99jNgHocsFYPBqOMzU1gN1VbCAVeOZN7NM2B3OddjHCMtduL0UW3xzbMPMg1SFi1IDetVWNyT1uTy9g3kXCwzPFen+7BwZGbMbmGg3IcYNhPMlltmgqQm59Lb3sbXevfuPkGM5O7cQcAes7uuYfwxaefZzuoUhNulh9r5cqpawTF/D7IoJjkyubnVL53ssWACbQCHORS30TeIsb2+l7PwbKR9cnlQFEHGJRjyoHcsDPEb/4mef7JuRYBfHIgtwE9Q86PN0xluTLNFZOaJd/ORMh2DYGnYjyl1OTqPx9g11UGubG5/6tIFLkdVJErP/UU8G2f+ed6Jvf6dTzVJQe5vPHnUpZAAgg9M8gVa2xTArkVmFyAXSfPK60/1EkzQ4sZG5BdqyhISBLNExQGkNtqgXqdy5Gq5+Eo6BWYXAD4ykcieOjgmadyCYmdHfyZ/wq88pU032o14Ku+ijphFZhccUz6CTIYALMkM0EsSx4AgNNp4yJu4MZhB1vbdD3Pb9p9NOSaXKC85VC35win4UpMLgcnU3LF5TJ5I5PLgRJj1OZbM8Soa1UgWiaX76enZXItyYNuF9Q/XarJNZXmAEWQa/Pp4GMwrg5ydfsEfB/XcQlhqC8P+9o7n8efRq9SXfV3djBHH7217Fqtr5O/0lf/I263Xp3JHa85CsiN0vJkgAJyXwCT68WNrF1gbtx+O3Az2ECwkv7OmNxm2xXHAADTmFuaG+pyn3qK7NWljW86vkP8W1lm07QAcm/cAH7v94CPfm6M78avIp5JHis8pmAPBT8ErpAGgIWXu5BHR9jDGTz4IO1hW1sgffZ0amajXyLjFsh9MYYF5MqKhHvvpQXxX175TtH/FAAiLy4HuT2VybXJlWs1qk/NM7mmPrkA2zRTyTwBdibXdYFOK87clRM7QwQATreDM9jFzlFDsKy9ng3kZo6CAIDdXeziDFwnEYuaPCZrqcrkep4I8vKXttWiyzevZax6HLN2FZqsrQC5iwuiH2gs2vuYI1URtMV1eo/FhVoEzo60KfPG74Zg58wZYDdez0Bummb9CQ01uQBwOFM3+WdvtHEXnoWzVkQaInCpCHKVgF6SK9ucFwEmtRRyZce66StthzyvEpPbH9BFX67KQS4ADAfImFy2iy/jZoHJXVujuqaPH9xdBLlxDHzsY5ifpQxvv0/z7oEHgE8/W6zJDWPXWM+l1KnzesKkrnUDB2iOCQWImOMpahbnWRlkLJbZc2C7Fx2egFsuJbBnDnZ6PWBRy2pyOVAsBbkL6biXSzy+eAN2d4Hv//7i8QDAKsgmXBjZ2b1mk1r6yNepjqJhCR88CC8yuXaGkq/JaRghgt4BXT6PlXTvbK7BQq7stpTA1iRXBoDf2XmduF/KuHYNH4teiQceUO9Jfi4BUj2rpnY0U8tkSd0yZUoB5JZIMzNztWFOwl8lQUaUtjB5MiTI2m3AQ4719n0c+V3tnF07RwvgbFf1PQh3DvFX07vxmtdkv/vqryYDmV33nLoOrOzXqdcDFknG/matmSzMbKtFIPe4h5vbDhoIsL5mT0znmdy6xWUdALoD91RyZVFLOaNk5RSU+DOtBeM1V2Fy59u03nK2UR5akMs9LgwgN1+Tm/hhaa1zHuTaErqABuRWYEH7Y/rj/CQpfSYE4HM3lYTXDkjuolPJfu19W/DRxp/9sSTdZUxub5L5GPAWRB99QjVIsvXw5mO85hZqcm3JgNEICOJ69thZ+uSORpSYPsS6yuQmDbQNDvaXLlG8tzOXFkcuV+7QeTQadH+nMWeoDCD385/P6nHZmJ5k90dhcmczugYSyP3O7wTe+lbgn/90H7+O78aV69L85OsCm5zyIdTrwJ29HSy83OQ5PMR+MsHZs/Qc7O8j55L50h23QO6LMTQ1uRzkyjK6s2eBn/kZ4L/tvRwfOHyV+H3kx8bemOIruo6Q0ESRYzWPAYA2710ZBJVYrjzITWCvKwGALge5XK5cwuSi3cZZ7GD7uC0CMItCG71eDuQeH2MPm1gfhlqQOFl3jCA3z75xh8qZMypImRqazWMwoDXpiydnxWfzREWZXBmQpOMWF2oBcuVsp29ncs+cAfaizAwLvk/ADyUgd6ka8Dy728NdeFYbXfT6rh7kGhx3HQdoNROVyUUNdYOTrK4ml/o0mwMLpe1QVSZ3mP2tVasAckdSqxt2XMuoCHIB8o/4q91LSFae2jrkN34DeOYZzF//FgDZI/7ww8Ann2pT7WGBydVfp3qd5tPcHalMriVQkMscACZXtjynsgpksaq2ncgthITbrgXkdrvAojYQc5b3vSyVK8ssw3KJ3z96DQYD4Bu+ofj5APWH5aNKnWaQ1BUm13adajVg0Fhh6tPBCdmuQf6Zlyvz69RslhhP5fq/mkCuSPq45TW5Tz6Z/XtrkVNupCnSa9fxsaP78drXqn/qdoFFmgO5gRnkCkapJoHc0zK5JeBN5yAexa4x8QNoTOtKWNNWC/DTzHkbaYo0CHDsd7RMbv8MHdT8QKJvogif39+AFzfxlV+Z/fprvoZ+fmT+SE7dxRQRGoYcYCA3bheSB7ae7XBdXHS3cH06wM3tGs5jC27LIrkAgFbrdHLlXk0oyMLYKZcrM0B2MKfn4hi0/5jWgvFGHQv0ER4RuJ3t0BrCQaA8BgOgVlMlsmI+GQy9SJaf+Z+IJHOZXJmvsWlq9Z/gxwVIcmVLCRMf/QltePOTpDShxrHTduOyAnJ3U5K/6Uq9vvqhI7iI8UcfkmITDnI3sw3vH/wD+uk4Ke1dp2Fy12s4xhjpkpfEVaxdjjrCotg3MLmuS7HNYW2zAHJbBpArpMieVMLCjafajvK644DF+DqQm6bAs88qFPlzz1EbXOljs7FFbRplkLu9TT8f/wO6IE9elRZsC8h94AFgvbsS3jNiHB1hPxphY4O5VJ/gFsi9Nb6EkQe5JyfCvjsvq30LxbrY8rLdMfKrMLmuxOTCah7DD0n0yY2r1eSGaQP+IiLGETUryAAkOXFFuTI6HZzFDnamtAku0RUSUu3n96GC3Pkce9jEmTU9SFzfcCuDXP75ch2yyOgbstX33AN88YilnhcLSa5cgcnlIDcxXydhPJUOi5lnG8gNRkgW7JxLQK6ok1upu8vzR0PcUb+urVnsDmpYoot0Xg3kAkC7xc6ZS7tT1+junbU/6YgeonFJkiUvV66yycrZ/nYlkOtmTC4HuaEZ5J74bWphJbdz+sVfBB54APN7SN7FH/FXvQrY2avhOi4VmFxbgN7vA3M368kYpvVSkLtIqklegWwpm2KENC2p15Pes0rbwGpVncl1BiIBwoMME3vDp6TSu3e5xHa4jsuXi9JosRxH2TMTWWqdAal3qmAZ7L1WAerZOQ1pMoheq2Vy5RpJCLlETpdQk89jlcr3znxMjkNJkMCVGEeDJ4FssHl9mZPEHB7iae8iDrweXvc69U+9HrBMcq1ufGK8dS2pBJNbGxWSdpVA7molSTPtIHdxCiZXMa0LguzeGQClaAPHHJ/5dY2Smh7knqWLPT+SlAAHB9gH7R0yk8adbZ9a3a4mu1Z2BU+vByyilobJtYeAF+u7uDkf4sZOHeexZa8rAIpyZYtSBlDlykHk0nstDpbDIZmpHS5bgslt1mOTCbpwY57u0jMx36Pz5yBQHo4DjEepnsk1gFxATQxmcnnzOdDrWZlAHCOG2X8CoPnXbkSnkiv3mWR4Pi83ShP+IbVLSsJrN6GYVAdyR5tNrOMAW9ey9SW4uY8IDSWB8Mu/TF1v0tRR2sBVMp5aryNCA8sTenFlkIshBWdhWGjhJ4/JBDhwJZCbpvDTBlqGRCIHuSeeNHc8jzk4Z+cxHgNTj01IXU3udErzi7daACk0PvrR7CWKXJkjWgnkbmxAGU9uSZuhBeQ+8gjQaydYhE1am9hIDw5x5HcxmdB5Tqe4BXJvjS9h5EHubIZ9bMBx0sImKKQkQQZoo4CBXFMhCoBu35VqcssBZactM7n0O7u7Mv2cL10giioxuf1OQnW8YWgFb2LU6zjr7GJn3s3kylaQ6xRA7i7OYFNjMgEAk80aFujDnzEUZmAy+BgMgLlTbBRvClTvuQf44j67ocslYhZYlLkrA1nCwcZ4CyY3Yb170zQL8gzBzuYmmYQdzdmmzeQ2gB7kCvOiJGN8whBYRU2M23p7/O6ghhQu/GO6TmVyZX7eKpNrdqgU7KHbF5tZ2fxT5MqrVaU2DL1Rdryid54V5Do4ccYKk7sIG0aQCwB/iVeqkuW9PeDlL8d8QXOKz8NXv5p+fhyvLhqfWVtJMJDLA/q0ZmR++fctpXrCOEqtzykHYwcsIH/Hff8Nv7b2P5sPCBnI9eYR3vMfabcuB7mZ8dSxT+unCeTW60DdieB50nkuFtgJ1hSljPJ6N8Yyyh6AMDLLwAF6VpLURbLiJk/lRnqjdoDjkG5oGNjl8oLJrdHalzG55s+n69rKJShKJNdOs5TJ/d3fBX7kR+jfN7xcMeP16/gLENUoy2oBFsznQW6QEJDRgCWxpzjDIpNrWM9McuWaodSm0aD/ZHM1eoYq1vMHQVbqYDkmL2Zv8n2qxwXtA7o5ywHX7FiaP7u7gqWU39Pp0H+HSdGMEiiRK0sgVzCOJXLii809BHEdn36mgwu4WQnkqnJlC3pDxmqmno9lUEcPS+vrXRdYq53gcEnJnClGGPfNdcLjTTre4wO6tvN9umaDDb2h3HhskiubH7xOxxG151VqnbtdUIs9z6P5hDpq9suEYScikBiG1raCfHCQO5uhNPHT69Gzt+2cVxJeuzE96zo/E/T76GGBxUk2Z+c3puLz+HCcDJvt4kwR5NrkyhP62zFraXwqkMt8DBZpRxvLARRbHzpSTW4UMQNF/VogPt/PM7ltJdc/GoGSmb0e8Ad/UPwgzswykBtFWS/bzR7tcYqfhAbk3riR/bmBAE/uSslHC8h99FGg101UhU0UwVtESOGi16PznE4BXGRuy7dA7q1x6pEHufM59rGBtbVinUW3CzRrEQ5DGeQm5UyuBHKrsAzttpMBq4gxuSVyZQCYzR2RjbS52wLAoJ+I+sBKcmUAZ+pH2Fv2kHrMeKpvnrL9oasaTzEmd3ND//rJWdoIRHucEiaXJNqZ2VZWm2UGubsnHbL+Xyys7X34OA2T2+/TJnIcDQRjUGaUkXd5he+TJBL6ALrZpD6Oc/TFasmnbbdnYEtGrOH4Ua5Prg3kdiSQy+aTiclVetwFAZ03anBr1eXKIlC11TVJBhqV5MpD4MQd5ZhcPch98EGgWY/xCTyqgtzZDOj3MZ/TMsG/7hWvABqNtAByo7SGhkHWDXCQK0kzU7MMHGABWJwlNMqSUa4LNBuJALmvy+hE/QAAIABJREFUGn8B3zX5gPH1AAts4xZ+fue/w//+f9HGbXNt7XEjM248xaRgJokiALTrETxfei6XS+x4Iy3IBYBuPcBKArlR4hgNvQAJ+DDwSWusfT0bdkKcpH0gijI20GBeVK/TtfVqXYXJbepjcwCshVCSA7luieTaKa/JffRR4Md+jP59I8hFvNeuUfAK1XQKYKqAOA9yUwK5msVGGE850hrr2ZlcpTOAbDxVBjJcqa1W6lqfiTzIFQkKA8jtdJAlTDxPkdXqmFwB7qfSvTo+Ntabrq8Dh9FQTXZxJtfAOPZ61Gop9kNKhlZgHAHgZR2KpnePmpVBrsLklrQc4mujt0wwD5roO8X+tfmx3jjBoUcg8RhjjPrmOT4+Q/fh+Iju2fyQ7nl/U9OHEMDaxFHdlfl16ppBbrfL3JIVkGsvv1ilbWFURX4mdhXMuM/6/TIVnIPE2rKxP6DPmy8cSa5svhfnzgHbzjllLdgJJxgMsmdMGYMBulhiOc/WvMUWxQf52IkzwXvYPB3I5Un8KTPhLAG5gmllIDfwU0TQ778AA7mYKBJtHy20W3Yml5ecAGBMrlr3OxoB03kN+IEfAH7911VECmQgl0k0rlyh//03/wb4te//IH3svhQT5EBuFJG65k1vAn7oh4Cv6vwlnjyQ6PbVKmvIDArbHn6Y/vuGbyAjxwV6WfbA8wgrgO61kCu3WnTz+AG+RMctkPtiDOE7L4Fc9ww2N4sLneMAk/aKNjU2oiAtB7ndzC05qgAoO/z1QVCxTy79nK3qGSgpY3J5zWwQUM+zCiB3o3mCIK5jPo2xQN/K5PYGrl6ufM5guMDbERyxv1eRKye9IpNryIbfeSf9fB63E5PLs8IVmFxei2dLBrguq/+I2DxYraqD3GU1JtdxgH4rouvCQC5X15aB3OURbZgC5PbMAVK749A5LxaSQ6X+tVzdsJ+ui7YNBIqNH190V64g+eqtZRekEpM7lGpyWbCwDOraTbbZBC5MPGoxJYPc+RwYDDCfq493qwU88oiDjzuvKTK5NqDeB+bIQG6Y1q2gWAATXi9Woayg3WbBAoBeujC23eGj0wFWSRNpkAXDpUxumtV4Hwd0QU1MLsBBLvvMNCWQuxwYQW6nEWEZt4SEK0pcK0MulAEMfJbV5AJAp53VnQugZAjyHIe59LK+t9wBvVSunAe5JUwuN2IDIECu46QF+edkArRqIW74G4rMDTdvCgCXb+PS64GuKSspAIAwQDnIlRKJZfWveSaXr3+24FkoA0SfUnuiSFGBBEFpW5l+HyQHBATItTK5vBZ5Jh3DaqVlcgEWnIcDJXkg2DoLyAXYHi8bdJXIiV83+Iz4d1W5slKTW4HJBYDVIsHcb6LvloPcSWOGQ68nmNxR3zzHCyCXScKNIHfNwZGzrmFyS+TKbD5lJk/m+dfpSAoHlqC1reEAsD4MKZHIanLL1hoxpxZOpXt97hywnZxVa3LDsVaqzL+ghwUW82zOLvbpmuVjJ84E7zYvnwrkihiTmfuelsldeDXt8fAxmQCH6VoG7Fl9rWn7Ep8fSnPH8xCkzQKTe3wM4Id/mE70fe9TP4jXfzAml7sev/a1wOYl+iD/IAdyGw2RIdvaouX0O74D+Hf/Dniw+zyenF7IluXVSslMnJxQ+e8TT1BNbm+QA7mrFa0LoLksmFyATADe+15zK6SXwLgFcl+MoZMru2cLOns+Jl2PHka2MkRhOZPLHUxTj4BSKZPbcSR35fJ+rgrIZXJlG5MGAP0eJLmyg5pjDiz42GgSsDo4dLBwesYFCyAmVwa54ckKh1jH5jn9DiKk4LMM8NlA7mjEXPN4TW4Jy8BrqbZxjkDuC2Jy7YHqeJwF/fC8LCg0BDtKXUmaltbkAkCvw/oPs91GgFwDq94dM5DLamkqgdy2Q/WHMsi11OSOx8B+wphcz7Myv/w9gKYm1wYQJzLIZSdRBnLTAQHV5RIJHKyCunmT5X2aOchNU4XJzT/eDz8MfB73i/mXJECCGhqW3qmiTj0IiMFB3XrOBEx4EWI1xUW7ncmVu8m8GsiNmmiF2UZuYjT5MS2STmY8FfXhILEtf2g3EnhJQ8hFl+hgHrSMQVu3GZFpE5sYYVyR3QtTqglP7KwpoEryOci1nXe7Dfg1SjwGHmdyS0Bu3JTAm2s9JnKIbgqTFtGmrVe0b3Ac4OJ4gRvpeeDgIPvDfI4pRuj3U60KSTCa3N3bwuTWavQeudd5WT3had2VxXE5WQshMmMzvlxVgUhyZVNys98H5j6bIKuVAnJ1TK5wQZfx3XKJY4zhOGkheTCZAAd+VqICSL17LcZTAFNErFaVGG8AmPR8dGu0n1Ziclsthcm9/c4Sd2VuBLYE5mETfccuVwaASWuBw6AnanJHQ8v+uEbzgLOB82M6b14HnR9ra8CR3K2AJ407diZ36eaYXIsMnNQyrVPJlddHkQC5VTpTCJC7qmWqJcu9PncO2I5Vd+Vd36x8EUzuMlsj56z3an5dFkxu80LmucEO33ZMolSKPRdVQe4UZLS49CuA3GSssNc+WmgZ6rtNINeHhsmdgnrg9npkMiUPicl95zuBd72L/vfee4H2Bp20dyAtBtvbdBEZM8ulzbfdxt433MJJ1MPeHnu9BuTKa0hvWKvG5ALAO99J//MLv6C/KC+BcQvkvhhDJ1d2Ns0gt+crsoooZEyuBfF1u0CMOsJVVJHJdbI+uQkDuRYwJkCu10AaxUjhlkpuBgOoTK6lRQcfGx162PcPXRGAmUZ/4CgB0sEuraSbF/QbswC5J+w8WZ/cZiPRAoELF4AbnnQflhS4mQJV4VqIcyRXDuymUIBBrmy5TgRys/lU1idXMLnpgALPCiBXGIblmdyRIaCaEMgRIJf34e2bA4VWC/Bq1Fs39QPEqFuTLBsbwH6yRppx36eaXEvLK8U8xvOs/YfFeWxkG0UrYZu/VrtFYzgE5kkP8XwFLBZ0DwGzXIr3aeYg1/MIcGiYXIACsBMMi0oCS9xJIJcF9EmCEI1SJlcAE6YCsbXSAVSQ20tmMLrAsMEv4V6Q6Y0bXfNJEMhti/7D07CLUdu3yvXaLcaazmbAcikktWYmNxZKFoC5VluuU0H+XjEZwEFulcCz1QI8h7VX4c9QCcj14obiGmy7d40GxLMP31dArm5c3AxxAxezIA0AlksCGhrpeLebYzRBj6sJ5AK0R0zjLFFZlrQzGk9ZQEavByydrmCYQzSqy5V9v7TUod8HFn4DCRw6DyarBfQg13WBXm2F2UJajBiTO+gVZanr68ChzxYVPl/5eRtktQWQW2JQKEa7jbs6JJc8i53SBFaeyX340RJ3Zb51LVOSK7tVQO4SB+Ewq8kdme+dcGM+YUZMJzSfuKN1fqytqTW54rr2zOctJ02y+lfzeXe7LBnFWP4YtdJ+wuvjOAO5JQoNgK6ri5hAbkmiCGAgN1pXAN+uNyxncqW2cfzf+fWDx7W7tQtFJtdyTCL5s6RrU5bILjC5fl17PHxMJsBxPBDkQ8bk6r+j3yeZODcPBIB05SFIG3qQ6zjAHXcU5b43bwL9PpLeAO9+N/DJT9Ixrq8DrTO0kHqH0nMwmwGjEWYz4PnngatX6deXL9PPS4MT8bEAykHuqFGJyU1TAI89BnzLtwC7u/qL+BIYt0DuizFqNdo5ZSY3nZhBbj/IgVxQ8GKhZOQMaVTCBgKMSXM6CpNbSa7sN5GEsTgt2xAgVDC51UHu7lEDy7RrbSHU7wM+2gJ88szW5vmKTC4P8jr647p8GZgGXcyWdKLRgjaEqkzuitWvtHunMJ4quU7jsVQjslohDu3sspLtXC7Fwg5YmNwetExuZ6h/Q7dP381NKcI5XafmwBwotNuA53aAxQKJz50/jS8nkBuNFSbX1tf5hTC5vfUMrLWTZfbcGga/tvNpDCwWIjtqrglyVJDLrm/a6+PataKv3HAILNOumHeiJtyy8ff7BLx5/ZeNIefHKoAJq+cvU1y0O04GcuOTSkwuAGylGeJs9MwJEGGas1yy+sYRxh296Zk4plaqgFze89FYk9uKldZJYVKvJFcW8ympkAzgaplTMLme01HlyiWtSeK0JhQmZcc0GGT1zTzgXqBnZMgvXkzJ3TsHco+dNYzHxePq9YBlmCUQgXKQO5kAR5EG5J7SeKrM3XaR5p8J48uLNbniudO/nl8/0SO4RK4MAP26h7knzQXG5OoA3GQCHKwy9Q5QXa7MPSsi3q+4hMlFu43vPUPmORdxw5pYB1AAuV/xmH0tEHHKysE8bFUCuevdpahJPsYYo5H5meBS2b0TOg4uCec1q/mxtgYcJaOsbU1VJpebfAqQWyJXjpjiYrUiuXLJfVgfJ6eSKzsO0HeXmHv1yiB3Gg+wWrDPDQLsrgZWkNvFEksvO27eQi4/RVot2rv23LOn6pMrmNylIzp4nIbJ5SDXVpObwsV0Qa+Llz4iNNBq6+eG6wKDVoCTuJcpKFYhUrjKljdmHdBmM+D7jn8WTzyZmztbW8D588oyytnq9lkGco+lHkLLJdDp4J/9M8LM3/Vd9GsOci+s0VwVpb8SyOXiMAXkjhsUJx8wCbLE5Ha7BNLjWKqKev/7qWD4JTpugdwXa3SyxuzpbI692AJyh6EKcqOiNCw/ZJAbx+WsaacDrFh2W9Sh9M2slQC5QUtsBGVy5cHQIbmyYHIryJX7dM7XjukLbXus2MhZncjJlM7ZFFhwA6ODBY+USK7c6+qPiy8q15b0xnDBmFxDa5x+H+h2EsHkHh+y49k4nVzZdp3G46xvKFYrRIG91lQxZ5jNFLMZU3Db7zsqk8vAendNH8CIuTejeRHMCDg0+iUg16G6yyr9hDc2gP1QBbm21yuB6mpVyaGy2W+iCTr2drygh8TShktkkmcOsFiQtBiZSWF+TDYYyOU7HAO7//npB/EXfwG87W2Wz4fs7l0CctOucJuMYK/JJWCSyferrB3ttoMpY6pOA3J5b3AACOtm9rfXA5ZRC8l8mTGHndD4ekBqSXVyUgnkdlqxULIATMJqSbIU3LqrJBI7rmiTJSSvZXJlp83kytWYXABYMcMtYnLN9/ryZeD6CVvIOZPrDNAz1NpfuL2Bm7hQZHLdiZHJlecSUA5y19dZJwHuFn9akFshoO92gT+ePQznQ3+Ij3+UPROWe11oIVSSIBNGUrx0RgK5JrO0fjPA3JMOQoDc4msnE+pbLvfMFqUzVZlcLqs1XFcx2m386Jn/A5/9p/83XoFPVQK5slzZBCb5EC2dVi4WYUUmt+vhJBkgPF7QWrBuPodmExi7U+zO6OGYzR004RsTumtroLY1bI8TILdbwuSmOZBbMv/8uEH7nOeRXLmkn/D6JMUSPXiLuFr7RQD92gpzv54pD0pALgDszHsEKMMYe8ueGeQOBsTk8sRMFGEe0TXSTZEzZwzuypb5JyTXXk0ko2xMbrsNtBoxqSZ8H4ugYTweQCI5FqwO9oTt9V3LHt/yyUiUScGEIWCOyQWAX/s14P+88XX4zedeXfAxwIULSl/cn/gJdg7naB/1pxLIXa2Abhef+xz9b7cLPPRQFg9cnKzExwKgNYdtBsslicMUkLtO57vYXYjP50xupyMlC3gZbhl79bd83AK5L9aQQO5smiBMGxaQG+dArlMZ5K6WaUUmF/BYkFfFICkDuU0kXIZbckz9oQsfbYSrqHJN7nqPzvnqCQuibXJlvigyYuyEPaT5mib59XWEOFzmQK7hOzjIveqdoQCMMcamNgmOA5w7k5C50HKJ6TEDuWfMWeHTMrmjEXC8ZJ+3WiEOmTN2CcidYkS1dUyiDZhBrjD04u7KR3RPSkEuCxQ4yC1lch0m5azQw5FA7lBIrhO4lUAulytHvCbINmcdBz3QRtCKFuaUMBsChM5dYLnEB/H1cN0Ub3yj/vWTzToOMUE6U5ncn/7Qy3HPPcAP/qD6epGgYCBXMEplcuW4Iwy6QjTK6xV5o3g+/0qSUbI6uRu9MJC7fWxOqAnTHN8B5nMK/vslILejgtwyuXK3nWbMG7hrtfnzFbnyaoUodsuTAT23aDxlCTxJrkzrQMjAW9PAMgAyyHVofUrsbZAuXwauHqkgd+4OjOvfxm09eOhgdXUv+6Vgcouv73YJaAeM7QYkkGtAlZMJcOCxA5DrXw1ydtFOLGeoZNu7ej3AS2iOPv4Bp1TdUGghxNqPmYCx2IckkDvDAL12bFyX+60Is0B6bhhLyWtK5bG+DoRxTekkIMB9RZArDLpKjKfQbsPxPTw4vK5+kGm0WgqTWzb4nD1YdpDCRb+2sr8BwKRHn7+/FWKBvnU/BYDNxhS7S9aLeGn/Di4nP5rRwx8FMTkZd8xrGrVBap8K5AKAF9eB+ZwStGVM7oTm3MEBc3Ivqf8HmDrAb1ZmcgFga0F76iEmSFLXDHLbbXSxyvaKxcKaLN/cBPbS9QzkVgDeQq7s1YW5pG2vA4D1Iatd9n1xbKUgl8V//pz2lJaBtACAUScQTDGQgdy88RQA/PzP089PB/dm0mBAMLkc5F65AvzTf0r/bp+hIMI7kZ6h5RLodrFcAq9/PeXEn3gi+/O5dTpunVyZ19bKMXCflWEt9lhCScPkAi9pryll3AK5L9boZEYq+1N6co0gdxxjjoEAC1FslyjyjweA5SyCFzXQqtmDQrFQBwFOFjU4SKz7mQC5YUcAq1LjqSFNt8UCiNNqNbnjQQwXMa4umHtrFZDLElQcDJhAruMAo/oCU4+tUALk6s9DMLm4RICByXBt9YTnz2c1uXydG501s1YviMldZCYnYkMzBOitFtBqJrRQ7+9XArn9UY1ew+brco8ucHddD0wyFQEddzCnBbs5tJ83Z7lEkqUM5AZDcuitIFeu1QDXTclox/MqMbkABLMgmFzLECB3UQMWC/wh3oRXvSIwKwnONRCjjtkB29BYdmb7pItHHineQ+XzUZ3JXSYdqjtiTK4N2He7VE+YAi8I5PaiaWlNLn+Gb+Ai7hnt4AfwS/jet5cHOwv0gIOD0rYhANDuulq5siloo/WvI1j1MK1bkwEFt+4qcuVeLavJjSoyucxlPWA9f009ufk5AOw8wpDY6BImd3/WpnWfgzFnaGy/vn6ewMTBFanxoqUml983OXkQRk6pXPnQq26kV6jJFe1S7HJlPoZdu5M7oAO5NC+MgFUGuauVCCJ7HfOcHXQjzON25sjDmdxJ8TxEnSkyF+AoOAWTK8u6LfMPAFuYvUxtUpLoQ7OJFlO//L32f7G/Vvq4vSX9owrIHfVo4bu2RQuZjckFgDOtKXZXNKnnqxr6Nc/4Wr5W8z7ycZCQyZNlTRP9oE8JcpfoAsfHNP9Kkg1CdXboIApRSQXXr/uYBa1KgFK05fOIkd4D6by1PXIBSgA3Q8GWyiDXxOTuRZMM5Jb0dZY/Z+FnINfG5ALA+jgDubzsphTkrmjhzECuee0YdsKsDy8Af8WSjxom91Ofop+fxkNqXe7WFnDuHL74RVpbeFwJZEodbybF6wy0Hhxk90kWlDWGHZzBrgJyrzuX8W3fBjz3HDvunFwZyNyw80yuSKZLy/xLedwCuS/WkJjc/RmBLDPIpUXqaJcmfhQ71gAMkBbSkxjHQQdr9bn19QJk+D6OFg2MnBOrsUuzSf17Z+gjXtCmUWo8NaYFbTajvbxWYfa5nRbWa1M8v6IgtRrIZf3B5vTTBHIBBnJ5TSsDuSaJ1YULgOOkuIbLFFBxxtEiuTl3wRU1udOpgxY8tNfMYKnI5LpWxns8Bk4WdcRwKzG5ADDsSyB3sShncrkbHwe5BzRvu5v6myE2J+a2GDBZd3NkP28vzTG5lkB1YwPw4iY5KFaQKwPUfiWsd4RREFDC5ALouXSu7XBWmcmdrhqYHQT4M7wGb3qjGfhMztCXH+6z1zAm92DWEhuw7vM5yOVMrg34iPrAlYM0CBGXSDN7PSBJnYzxThwrUAJyIDc4KmVyOWtwExdxe2sbv4T/AcMzdrkywAL0/X0ymxnaj2k0ZnXCJyfAYoEdnMWwFxljVVFXx4Ow1M4a5OXvUeKWJwN69YzJFSy8XX7Hk12BT5/dbJvvtcJq+j6ipGZlcrk753VcoqAtCDDDwAhyRVB4XZKULpeYpgOjXBmAWuscMSbX8OCtr2fMClar0gA9Wy87p5Ir89FvRaXqhrxcOYyAGiJj5YJohYSBUuvc7Vhc0LupopYhJnfNyOQCao/PyE/gIjYyjgW5srhOJQtgi7kAL5d0IcoWzE4HNSS4hkv49fM/Yn8tssTM7pImXSWQyxJcV3foXG39sgHgTGeGXZ9eNPfq6DfM9fyCyV3QTY9DBnIta5oCcivMP0FAMJBLe5cd5G6coef+4MhFHKXVQG7DxzySQK4lTuHgfuq1BJMLZHNNN7qtGKuoSd3BSkDu5iawG64VQa7lmOp16mow95uVQe7GWmbQxQG4rSYXAA5XtIh4czqmVtcCcruRyuR6ZrkyAHznm4/wHO7E7EmmhIgiShitreHpp4G77lJjNdcFmk4AfyGBXMbkyiBXGb0eLuI6bt5kc2K1wi/tvBW/8zvAj/84O+6h8nIAwOKIJddzTC5/7S/9ErUees97jJfjJTH+xkGu4ziXHcf5fx3HedJxnM86jvOP2O8njuN80HGcL7Kfa9J7fsxxnKcdx3nKcZy3/E0f85dlyCB3Tg+ZEeTyzO0eLaBR7FibjQNqXeRx2MO4YQe5nQ5rUB4EOFq0sFablZ7CoBVihgGSQ6Io3aZ9A+yP6GmeLxwCuSX7JT+wjdohng/JxakKu3yypA/mYMAKchurzHyFG08ZQG6jAVwYLQTIDZe0ENmY3HPn3YzJnbkYYWoFS0qgGgSM8baDXCBz3a0Cckcj9vr9fWA2wxx9NBqp2V2Zt2biIPeQyZUNIFc2EwGAgC3YzVEJk5s2CeSK9hblhiL7/iCTK5dIvhoNIKh1KrsrAyT5AoB2VA5yRfP6VRs3tmuIUceDD5m/YLJO53d4yH4xnyMFcDirazczAXLZ/BZAqQLInXt1SQZulysDGTA5tVw5OC4Fuaw9IABgFB/Sl1oyasox7e3hCGtWR1UAuOsuB8/hDiTHJFe+jku4dNasZun0mLv8cok0pbo8W0/aQk1uWoHJHRBzH50sEYaO8jm60WoBXsqY3AogV2FyfZ/Jle1MLgBcxW1CrjxL+2Yml4OrrQwkpIsljpOhUa4MQJHVhpGDhhMZa9snE2AZNOCBwFWZkzGfal6dpMF8/avCEAFAHJTX5BbclSNYW/Lp5MpLdI1eD/SelEAx1whyJldzXbVMLm8raHj2iu7KnMktr8mF71NgXiZVBuj7BwNcwg00LbJPPvgc2fUYyK2bWVY+hqwv7tU9mvC2ftkA/j/23jxKkrM88/1F7vuelVVZXVsv6k3dUgu0CwGSASEsAxaeAQTYzOAFM2CbMfbYZ+6d8fV4A9lwvV3bHHO8wGVsY2xsYwS2L8YsxgtoR2ur9+quysrKfV/i/vFFRGZ2d8b3ZUGpu6V8ztGpbnVU5hcR3/I+7/MuzARrgmAB1babkHd8OLVFcuviOXbbxnOVKrl++s32IIVpjKJuXg/GOi0UBHmTOBuSaYPkFp0GybW9HICQt02161NScq2zqy32fZPkXszZaiLoFed0owFUq1QJoWn6RQOe0mnYaIdFXQWga1Q0linYQVeLaked5CbjOhukhC1nkyM8fG+b9VEl1xcc/y6iwe6IkmtG2Awvu2F7863vEJ/12L8ajkGz6W8kwrPPwp49F36Hz9GmWRvaXxoNdJ9/PMkNhciyyplTA5KbDol94QuiZpxVBBUuQnLHKLkf/SgcPQp/93cXfxZXCi6FktsF/quu6/uBm4D3aJp2APhvwD/our4H+Afj7xj/9mbgIHAX8Nuapl3ZmdAwQnLNSonjvGaWMWwoPt2+wzZfEYYMw5pukFz7gg7hsFG5tdml0PARdyuQXL8gub2NAgDOMSFlJkyFtFJ3CpIrUX4B8PlIkedkbwdgf85auQR1MY5ywy0Nu454mpTMvmdmuPKY/q8AC8n6hUquzX3PzkKBBM1ym1LVRYyiLVnyeMDp1IdaLdnn+lmHE7FR48XmzIzGnQMl1zic7HqOBoOMKrlFscH7Zy5uDVtzz6i82K6Jw9ATG/8ifD5o9gXJtfoJ23i3TYfQRis8FK5svy14PNBx+iwl10HPro4UAEGnuFdvqyINV7YMJD1KfUM8KzM06GKwjNWCMd8qFbGeepq9ktsUBpQVrmxTjMgyuFtuqziN2yaFbYSYmJEENkQJBvaf19HG2W5MRnLbG1LnwbCB3lgtUCZKZsZ+TLv2uWnj5cxpHep1jrPM8sJ4YhIIOiwld9DDUa7uDaorKyi5YTEXmiV5Gxow+IXuMXJy7XuzwkVIrq5Gck+xMAhXtiG55ztbQagfHd09WbiyTT6hZXgaKqXsOWmasXc4jTBchVzT4enWqPWNcGXFonVGuLJb6469/gKSa5wrdtM8HDE6Dxgkt19vUiZsS3KHldxOS7cluSPrekjJVWkhZIUrq5BcGCS+S/bL4UtyhtKqpOQaURwn82I8UiU3XGejF6fXg2rHS9g33tll7eGGuqei5Jr7cq3hmIjkjoQrS8LGkzPi3/MlQXLt1rWJkKdDtesfrAkbO8V8hsVOUJnkmpEJtRqWkhv0XfxMnZmBru6y6od0zUJpY/o6W/fgblPreIdIrjx3WTVc2XzXZjuuVs1Ucse/i0jYEAiM8P2WQXKHBYJdu0QV5L/6Kzh0s9gMHnvGuMBY33VfgieegAMHLvwOn7NDc6j/MPU6dU+MVmsMRwiHybI6ouSWGDDtXbvgyJHB5dZ5WjL2sDFKronhdOIrEc87ydV1/ayu6980/lwBngDmgdcDf2hc9ofAG4w/vx7437qut3RdPwY8C9zw/I56G2CS3E6HSldsqOMUx0RKvKaxyt6LAAAgAElEQVSvPypmZ7fvkJactwo61Hx0dDcxjz3JNRd8seam0PIT99RsrwcI+XpCyc0bJNdrT3KtqpN1TZTBl3jlAKHkMih0YmcoWITPyLEtNb2E3U3bsOuot0m5O8gBq2rjC68A7Eg1Ra/IZlNJyTU9aGt5F8Wam5hWsrVsNQ3CQYPktlrKSm6JqFCUzHxWOyU3plFyJYeU3LAtybVaM1WFQVUvivsOzF58wnq9op+cRXLrBsmVhSv33KNKro2hapHcTnTQa9Cm2AwIY7XjFLl7vZ69GmPCDG3ztctSMmYZSMQHectj8rthyFgtGeOuVq1WPCok1yI+qkqu+VxtDPrziUmvL1e7b7xR/Gz1jbYYkpxcnw8SUTGWaP3sRCR37YSYg2bI8zjs2i+e0dFTngHJXRq/jvwhp6XkquQ6X1CtW6KaAviMllvNUotOV1HJ7XuVw5UvJLlO2zHtEH5DQXJbLfRmi0o/KFdyC4P/V6qKySENV7ZIrgO3zbo7PxRX1RnQdJkkd7Jw5XrVILkKDg2rurJk77ggJ9dUcm32AitaxlB6yiUdHcdFn+vIM7KUXF2EgasoucPPSUXJNUmuLB/XhElyJfsADCm5XbF52oUSmzCfycliZOTv4zATaaHjYHMTql0fIZvcaGsPN4jPJCS33HAPFEqF3PmRcGVJFFwyI/49X3LT7SF1PAKEfF2qfT/dunxMPh94nR3RA1ZVyTUiE+p1BiR3TPtFq5VTQyyOQbiyRBgx1Gi91UbHIVdyjY4FerNFvScW7rhp63JBxNtksxOGfn9AckM2bQJjmrC1jLQCo031BUrusWNwzz2QnRfj3dgw/tH4va+dXaHd5qJFKb3uPs3GKMnNa2LRX5TkxmLMc4b1DYeI7mo0KPYHi+Ltbx8NnLH2AqPF4zglF+CGG2BtbezjuCJwSXNyNU1bBo4A/wJkdF0/C4IIA2aJkHng1NCvnTb+38U+74c0Tft3TdP+PZfLXeySywcmyTWUNBifE7lvr84BHucDH9vP5z+PyLWShHmYC3u1JXYpVZJbqHsptIPEvfJS/uFAVyhPeSNc2Wdf5XBQ/Vijp8s3LACiUVLtQcsKOwI6yCsRh2u57SXisQ9/ivpalLrGwJpN25w0gFi4bxFKS8m18dqaxvi5godSw03UaR82DhA2Q9fabUPxthm/6YG1lFzj8LA5MyMRKDniAyXXFSMUkquB5qZYL3dx0sWdvnicmKZBwNW2qhuaJNcVG8+kBcn1oFdrSoWnTDvqTGdmkJOrQHLbjoGSq9KGIegRp5ivVZIqEz4feF3dUZJrYxcO+jQbL6tSsc2FsoyptpjfKs4AKz+w7bVUfhUl1wpXVnBGve994qeTrjCIJUouwPycUWm8tyFViIYN9HNnxD3MZu2Prp27xb8fXfVTyncpkGB5xSYkOuKkhY9edSgPdJJq3bpKTq54T81KZ0CkbWw8oeS6R8OVbUJAzelp5vMLkjv+871eyCQ7VrhyowF9nHIltx22yFWxKuaucrhyz4HbKVdyzVBcWU9aMHtsmwqletVWgEa1J3JybRTNC/rkdh0ThyvXCNo6vEJRFxXC6EWh9BTLYu7ZKbk50oOc3I69kuv1isJ7F+TkTkJyt1HJXe+JDU+F5Ebi4t0erwnmJAtXTsfEJFo/26PSDxKyCRuPRoWDttA2BAXzuSr0Ry83PXQb8vN3OFy5v1kU5E2iqHvDHoJUyRc0o1+s3HYK+7tU+sGBuix51TFfi2I/DLUaBeI4HLqtLRSwam9g2bHjQvLNgn/rTfGwVFtYBb1dqj3/UHSXRMlNafRwUSrq1Lpe3I6u7R6bCDTFmVuv06yLNeG1C1eOO6kTpFuogK6bUctjU708HnEuVo12libJ/f+e3oHLBbfdduHv+Nx963Pp9aDdJt+3yZGOxZjlHLqukcsBjQaFrnhxt98O//k/j15unacVY0yGkut06rjdjLzzl70M1tdHOyBdabhkJFfTtBDw58CP67puV8frYqv5oo9c1/Xf03X9pbquvzQ9tizcZYLzSO64XAaAYMrPFxEun6efNno42oStwRDJRcQGRgP21ZWt0I26j0InRNwnz40JB/tCyS2Ig9muYToMVWQuGY29JcWzAMhkWOCk9Vfb0GPjsCm2jPLpbT8Rn307g4i/Q6kvrBK90bQN1zPvoYIw8jrGgWabk2uS3KKfYsNHzKWgkIeM76hWpc6A88OVe23VnNzoQMl1RqXhygDVsvjsRqVLgDraxZo4Ggi4BpUX280eHlpoIftwZYB2z0G3IgxoO0N1ZQVCnhbf7B6GZtPIyVUJV/YOquGqKLleo+JiS67kAsRDHUFyjbxlu/lqrbmqYZhWq+Qdwhq4mAc9GBQGmFkozerTbLMXDBNjM/LAjrydH67c7TukxpHLBZV7f4BjS68Uh7ICyTU93LIcdTiP5J4VW//sgr0CsLgo2oM9tx7ixKq4dnnP+BvxD4USm8/VTvm4oIVQ36lcoKtZ6dCR9Fo1r2/2BMnNl8SFkahCC6FhJdemJzLAXLoragY0m1TqYv2M2//8fuHE2SQBBSHnmqkhF1PTLhpW25swXLmrqOQ6AqPKr43xPBKubCi5bpuwyQvClXv2e8fYnFybnrGhuJsubtqbwglarIh3cTEC5/VCPNoTFcOHlFwX3bHWtqYNpZ0MtxCSRITh84lGm6XStpBctxucjr7V4isUlFvT0UUx2Z7tLgHjK6abmEmIxbZ+rGak5oz/DodDRHcVO+JeLSVXpT96yztwfCuQ3CohepvCdpKF7eJ2kyTPRtElWulI1jVAMtKhTNRqqSgluYGWsCPW19kkQTzctY2CMyMTRpTcMVPEUnLbEdHerCUPoQahRtcI0KuKeS4luWZYd8FBrecj6LJ3miRCHatXfatutAOyU3KT4t8qa3Xodmnr4qGOI7maBiFn03oHFsl9NM0NN1xc2PJ5+6K9VLM5SGnsC2NhHMmNI/bjwqZukNwQ+/fDl740iNgxYUVUGoVBTSU3EBDjHZ4ns7MiOKsiz168bHFJSK6maW4Ewf2EruufNv73mqZpc8a/zwHrxv8/DQwV2WYHsMqVDpPkGoV/gl6bDSUaFbmcQKlghFdJPH/nk9xYyv764VyUQi9CPCD3qIaDQnE0N2plJbfcV8qvACCT4S4esP5qd866XKJwRantB12n3AsQscm/AYgG2pT1MLoOzXqfHi5bkhsKa1QJ0681Bt5IBSX3bDlIseUjKlHUAcIRw0Da3JQWW7BIriaMwl5bIVw5iiD2ppLrkIcrA9SqRnhSTSegNWyLBQU9Heodg+Q2+qJ3os3LG1YQe0Wxo9oVknI44CXZs/wbLxV5vDhxqCi52oRKrlccfL5mUcloi4cNJbfUGbmvi8HrhaCzYbUwoFJh0y+CVC5GcjUNIt425V4Aej3LyWLnDLDy1DsBK9zczrAYCVeuVukphIiBKCq3UPnW4MYkyC4YYa7IjecRkpsXY59dtN9rXC5Ycp/laCHO8XOCXS7vscmTi4r9sV4cFI+xcx5cEK6sy3OXrSJJlY7VhkYartwTIbIPHYuS4RyZRfsqrzCUd4nLVskFiMd0Ydi2WlTKYvzj9j9Ng2TYMAqNamnFhhjPxciYlVJgFIIB0d/VbVNj4IJwZcMZYGdsix7bo9WV7ZSx4b2xVhVhwXak+MJwZXuiLooQ61TN6spmrYfw+JsIJ8WXVHPCqDWr+45TKWdn+pZzAoZIrg2TsUiuYhg4MPDMbG5OHq4s/XAxp/zurtWyxuzAYAf3jgx+6lSI4He1pdx7JiXmxPozJYPk2u9nMX+LQi8Mui6KPEnOiWFHomUT2Ny6lRpGbOisk5PcJU7wXD5KF5fSnryQEfvY8VxQOiaAmL89QnITUXsncCAs3tVITu6YZ2uS3HVmRlstyZRcX184A8znJBFGLJJbNEiu217kSEQ6ImqkWrXaAZm1Ey6GSEqsy9J6C5pN0eIN+yMv5GkNCKWRk/vYsQDXX3/x630+TUTjbG4OSG5XHOQyklvc6EJfRCKY8+x8nF+gVSi5wRHz5u674Vd+ZUiBX+eKxaWorqwBvw88oev6rw39018B32/8+fuBzwz9/zdrmubVNG0F2AP86/M13m1DIDCi5NrliRCN4qGDz9WhlO8q9VW7gORm7A1Pc0GsNuK0dQ/xoLyhuxlW2ysI75RMybVIbqk3kZL7Er5h/VV2oMW8DeGFbTQoEyESHF8gBCAa7NHDRb0OlaoYj62SGzV6/RY7g0I+ofHPdmZGqG/namFKnQAxr1whD4U1oeSalRdVSK4rZYQrKyq53QD9XF4pJ9dScmsDz23Aae8ECXi71Pte6PdpNw2SazOoYfWjWxRuT5kj5/rFNR7iWtrFulJeUyIBm/2Y0SdXV1NyfWL++BoFNSU32lcmuQAZX4nVuvESq1U23cJAHFeELuJvW4UvTNXArteqRXK7QTplcWDaRR6cXxRF2RkVDg/KRCvk4s3vEJ85sZJb9KHRJ71DTqR3BVZ5ojBnGXlLy+PXUThuFKsr9gfhfTZ77AUthCRFnmDwWFq1rpWTKy081XdBq8WDJxNcy0O2jpbhnHCqVaMnsv2Y4nHj+lZLaf9LRI0WHca7NnuM2ym5G6QGSm5/snDlblfDRce2QJxQcv2j5M3m3dWGgmkqFbnye0F1ZYmSq2kQCmlUXbERJTcQtMmdT4rnWNkQ+2q+JibLuH1gNmP0XzeM4E5HXmMgGDTWtUI/dQum9b65ObmSW5Wn5gAEPD3RvxwIxRRaLszOin0DmAlUpcUDTUP97HMN6gQJRSRqYLAp5p91TtiTXIs0KJLc4WgFi7zJSKvDwX7tKZ4ozCpVGQZY3CHGfawYl44JIBrsiFSsXE6QXJt8XBCtBWGg5FYJjX22lpJL2ph/Yq5KbcZAb8QmkBaeMnOXiy5qXR9Bt73IkYr1xP40RHK94fFjimaMVLiNtpXeBvZ7Zsjbodo09qNymRYeanXH2B7EPv8QyTWKfebb4gvGkVxTBCusibOr2A6MJbmBADi0PpWe31KLG84QgcBgTn32s/BTPzUluVvFrcDbgTs0TXvI+O9u4JeBV2ma9gzwKuPv6Lr+OPCnwLeAB4D36Lout04vd5wXrhwK2Gykbjf4/UQ9DUobRvN6SZiHGQZ0FlH5KDanVhn2ubqQHuNhe3IIQnEcDlce16PPhHlGDsKVFYpkz8zgQCdtCPsyMS3qa1LqBqFaNUiu/VQxe+6VCn0qRn9dFZJbKXSVlFy3G1KeMidrSRo9L1GfgkJuVtrc2JCSDCtE2yC5vU4fjb6t8hGJgI6D6kbTILlBNSXXMA7rDfC77A+PgLcnDsx6nXarj8emGikMhbITplcySa79/Lh+KUcbL48eC4lwZUkoUzYLq52UpRCp9Br8rpWjvNX757ga8hZCIJSxAnFqfXEYyn5lb3ydJ5rL4i+VCnm3sf7GHFDRQMciuVbhMxWSS4RuSbxAV1Be+bNGcOBkkTxXYHTRqCi5RoXlGEVlJbdKiHPVICk2cEfkqvpdMw/ySHUnf/nUfvzUxxoVAPNLwjg6s+5WCle+sIWQOslt1nrKJLfZddFqw+PnkhzhQdsJFY2KPt6jJNd2SMRimlBvmk0lkptM6gMlV9et0PmLkVy3G+JxfSR3tNNz4rZ5TsEguN36SLiyjLyJfsL+0b66NqR1OPTObEtrd55ekJPbd0jbRYVCUHVErMJTdioXDJHcTbGmzeiOsSR3ThtVcrvYVnwGEV5ac0YM58GESm4+PznJNdshSRDwGYSHLl6bNnPDnx9BvLiZsLwacyLtxEGP546KdxaO258rM5GmUBwbDeOcUFRyO34lkhsOi8JRBeIDh64Ct9/veoZ8O8I5ZnGpKLmL4prnGnNK3xEL9UaV3JQkJS4iPrBW1aFaNaIVLv5sPR6I+lvWXqAcrhwQeeS93KbS9RbJLbuod90EvPZ7x0yqL8ZUq1mVku1ycs1+7uV8B5pNcRZj36Yy5O+JXr/9PpTLYn9mfFGvcMQQOfJ5ZZJrKbk5sX8UGv6xNoSmQdhn2BHFolBynaGL2tZTkrsF6Lr+FV3XNV3XD+u6fq3x39/qup7Xdf1OXdf3GD83h37nF3Rd36Xr+l5d1z/3fI/5O43f+A2Y+Z2fo1dvWeHKNumKAtEoMXed0mZPGC82aoyJgG+I5C7YWC4MkdymsD7jEbkfIRxxUCFshVgFovZjcjoh4GhQreq08di2PrFgHJiPc5C///CjUq9tzG8UTzBJbtje8DR77pVybap1BZJrhFNVij06hmpqp+QCzPrLPNVYsMYnQzisUXFEYW1Nqng7nWKDLToTFsmVkTdT/S10gnDuHNV+QE3JbRie26aTgMRDevOuHF/i5Zx+pkG7BR6H/fUjSq5BxmQ5ti/dKbaIB0+nRbiyZDebm4PVllCIel1daqgC3LH7JJ9wvgOt1VQLV067KBIbKclvhwPpHE91doq2NdUqm44UodD4HJ9IsDdQcs1KnjYGvc8HHqdoYN/ZFNa9Ozh+vo6EKxvtLZQiLoZPeQWSe+CAiHBY4JT0Ifl8kE71OcouzjVizGpr8pLPwA/s/Wf8WoMvru7llb6v2+4d80Ypw9N5P92aWKN2zgMrJ1fzWoRSNqRhktvtCqPebkxeL/R1B49wmG7fybXaI7bxzQ4HxMI9YUSVSgbJtX938aRjoOQqOPkSKccgJ7fVoohgt+PCalOpiym549edpkEy1h8iufLceUFyvZbyBvZr4r77IBFoEKJCuSruWYXkth0+I1x5ApLbbNKvN2kaOW/jkEyJ95TfEOOXtRWczTpGlFxZ714wwpUd4ZECXdJlZO55nc7kJLdsV2pl6Cu8YiwhqmhRG7ZgIhgk6hB72UxUHnHmDAdIscGjR8UzzczZ33Qm1rbynScKV+4HlUiupgn7apOEVbRTYTtjv+coAI9xtdKevGOn2KSOsYxD68tJbrg7SnLTkh62cfH5tUIbajU2SFvz+GIYcR6YkQQS0hoMGrnLa6I8sTNo7wQx10t+A6Pas/2aSKehRIzWZs2qaGx3fJlFz0qFvjrJDejUjPOUUolNTeRxjCO5iZRjEC0z1GZ0rF3g81ktQgsb4n4LDa9tQbaIUTSWYlEoudrFW5yZS/lKrrB8Sasrv1jhckGuHmJdT8HmpiC59hwUolGizgqFTSOHSBLmAaKPWQvD075oX2ff6wW/s8VzbWHtxSJyAhBOeujj5Nk1MfjsDvl0CrlblHtBjrPMUlauFpNIgNNJmg3ufIWceMcCbYp6FIpFQXIlZ6bZc6+ca0kLrwCEE0bhgVJPuULgXKjCk60V8X2S8GkYKjx17pxSuGg0CiUtDuUy3b4mNcAs7xwzcOIE1Z5fScm1SG7bScBj/y7e/91P08fBh3/LTafdx2MTojjyHYToboiD32VDxgCWZlt4afJULiEqVEoMhWwWSp0gdVEzQknJxe+3vKlKSm7WL8KVCeDQ+lK+t3+uSBM/J47rIidXS441bEE4ZSwlt2GEy0uKlkT9bUpERUVIJujhaCi5sp7cwMRK7stfDieufQO7OSp9rpoGh6/ReITDnCPDrHPD9noT8ZSTHwt/jJsTT/LHy/+H7bVmcY4zBf+gQJcNybXUPe8g4kL2nEYKT/Xse63C4LF8jVsAuDbwlO31MDCeyeeN/puSWgwpUS20XW1TaYqbsiW5M+6BAVavUyKK0zG+F3kqpbGhDSm5fSdul/3+lEjoVnscWbseEEu0qfuUC0/t2gX5+/+Aq3nM2vPdQQUl1+kXJLfvsM3JBYPkaiIn10xdsOOI5p6c2xRzaLMdxOdsj/WrzWYd1AhRLYo51O0i3feDQahpodEWQjIFcbiq06Q5uYok1+y3GqJqP/mGEPUKR5RZVMoWwSAzrPPIGbGxzi3Y3/RMvMM6M+j1Br2e3BlqhSsToVsWZ4XsuSYSRrhyU5B0FZK7z3ccEO38VFJI/JkIadZp4+Xa5Gnpd8QiRucIS8lVI7n1QotupcEaMyM90M9HOtoZUnKN+WdzFoGxjiYgubGYcJ5u5HTblkYmZmbFc8yd7dIyKtjbZduYESvlkj5CcuV1XIwaKOUym0EheIwluRm3tYebtkeuFhgfiaRpg7S1fI8+GqWGZ6ySC6Jo7IiS6whedK+xcqmnSu4Uk8DcCFbJCiXNJpfBQiRCVCuT3zTC3GxCDk2YMfY+GvjmbSxnA3Fvnec6YgHaLRAT4ZQwZp+qCLV4/qKNnUYxFyjxT9xOEz/7discUA7H4KBV8CRHA0K16ufyVIgQiUoIokFyS/muZeTZET6L5JYZKLkSUX02XGNTN1o5hRTCwMNQ1YXK2sVlW4AJxMZe1OKQzwtSLCFvlneODP1Ol1rXq6Tk1lomyXUT8NkfHsvL8Bo+z+e+6KPd1iYiuZZ3O2yvnDq9LnZxlKeK4oZUSC7A2XpUGC8KvQZH4jBVlNykkxIxKoQJuNrSyIP9O0S42hOPdkV1ZT1umwsVCevicKpWB4WnJEQm4he5Vq2CODA9YZXiRaFBuLKsAiuMnvIKObkAC2kjP11hXR8+rPEYV3OGeWbdeaXPJxzmlxz/na8d+S/S/LJwGCKOCqeL4UGFVJuccNOj3nKHIJdTWqcWyS026TZ7UvJmztevcBsafXYG5O70eNQIV97YUKrdEEuKfy+ea1LRxXuwDVeeFSRXzwuSWyRGxDd+nqfTkNNmBiRXd9mGK4Mw/sycyG7XvsgTiOfa0L2jJFeiEOHx4Kdh7fl2/TqdTnEMdZxeo+K4Jq2kLUhuaITk2nFEy5gsiImVb0dI+scXKbSq9m+IOdrpyp2b0SgUdaPVnILiCIwe6pMqubJm1gbMbdVLy14SG4LZLcIsKmWLQIA0OTabYvyzy/b7UybVpY2X0nqLbte+Tz0Y2WRuEf5ppYRInqsZQdHFpXQ9wIIvRwAjyknF8RiNsmh0prh18ZTkYohGRNh//VyZIvbnEEAgLs6RWqHNet5JH6c9yTWcB8NKrjQnN+oUqVUnRdSWMySxCZyQchZYL7gFybVpFwUwkxUPPneuR8s4jmyVXFO1L2Pl5Po8vbGRV+IeHKMk1yce0rjnm8x6KBGjmytYSu6ZQuCCKsnDcMXDhFwNCpvCPtB1zdaGj5hdQkwll8BF9yePR9iXU5I7xUSYE5xQkNwTJ6gSIhyXVQWIEtVL5EvCKHEF5GqJ2ZcvRlFeZx+I+xrkdHHaxhMKfdjS4rB4ir0AthuciZfMnuEp9gGwb5/8emBwaNoxMQOxkAi5qZ4WRCmakJDcmLjPYZJrq+QaVTAr5aEy+JJXNxsb5A1FwwoKeVgoE91KXSl3ORZDqNemeiMxIs3Huc4MDfzoOGwf7fmtmRo9t+V9H4tAgOv4Jk+f8FJs+WxDFOE8JTdvtFWQNIrH42EPz/BkRRhisnBly7nUiIvqyipK7rChpqLkGgfLWeYISPKWAfaviJP1Ww+1RU5uL2ZPciNGM/pazTJUpUpuQJDcQk5cH58dv3eIfppQd0WGwpUVZIYJw5VHfkfhuR4+DA0CnGaBRZ/iiRuJCGukXFYynufd65yuRJUKepme801XGnI5oeRKwustkltq0am2pGtiwegp8FVuJevZwK3g2LRUUIN4y1qTmPt8Ya2tVERlcUmjjZezp3uWkhuziU65MFzZiVtSDCtphkQbVdCVwpX73lGFUkLu8XoJUKfcEnPVJQn/dLuh7RSFWjp9Jy6F/cxsIWT2F7fjiGb0Rq4sxrPZjZDwj883tUjuppgT3Z6c5M7NwdnejNFCSJHkDh/qqiQ3FII/+zP4679WunzXkhjLAqeUldyIcY4qmDWWkmtibpf9fpNJi/m5ttqj19OVzolIoCtIbl0ozFIlN+lg05GySK6KkuvwuLiGh8XnexRSSGIx8UyBW3fLHWSxqLjP42fFHJSS3KSwB+rlDqt58Tt2NuBMojdCcp100XySOi5JIwf2hMg5dSrYvRlPgbVKwCj2Zv+cZnaI9bO+zqCFkM1XWDUuKg5LyQ0HJGkCUfcoyfUKAjBeyRVjKqw2LCX39IbXXkSKxYi7KhSLWDm/tkpuVBPO8lLJ6pM7zoc/MzMluVNMCEtRYg6OHTOUXMkuF40S7W2SL4sF4ArJ1ZJbbjPaVNDBtuqKgYR/UPk3npRPDbMI05PsI+3M23qzTLxkcRBquO+A4vSbgORGQ6LgUemMUMgiCXuiFImJMZQ2e1Ra4gaUSG51qE+pTMmND/Jwr5mXh1qat1khrKSkLS/DY81ddHOG8iZ5rKZhsEZGbL7YP9pEAvyuNqfas9DtUu/78Mt4STDIIR6l19P4YvEI+yP2Xb9GlNxNI1xZlndkkNxnWouA3FCwnEutJL0e0vYqwJZJ7hnmCXjkJDc+42aWszzxLVG842h1lpWV8dcnkhqbJNCrtUF1bxnJDYrohsKmMGISM+Ov1zTBBwtOEZKaJ0kiruAMmDBcWQzMsBiUlNzBn/9T5rNqnx+JiGIfa2tKJHeHb4PTtbiSQu5yiXWR0zIDJVc1XLnrpFuqScmeSXLPkmXRcUY5kqBAHM6eNcKV7TcnK8xtrWWRXLu9YM8e8fOZUz6L5EZtolNSKdjoJ9CbRgsh3YXbLVFyjTkuwpXl5E2QXFHl2lwT0uqzXi9+GpQ74pnKSInfD3Wnkc/acygpuZV+CBoN6lUxfrvtw+WCpLvEei0AnQ55EiRD4+s3DPqvi7XW7SFVvLNZKPYj1Gs63aaag3YkkkU1XBngTW9S83oDv//BPI9xkD/lP6iHKxv9omck+bXACMn10CK+YG9HWOfj2b6o3aAQ8RMxwj9VldlEAja1pMj9RZGsh0K8hU8C8PhRhWiZYSX3QEF6ecwQBI7lI9YY7eCMhvDSpFbqsVoUc8PulWdm+myQolcTzigXXelZEUqL9Vk6bbYQktuMGV+JtVbUKHcY8/YAACAASURBVPZmf71ZpX99w0GzJie5gQA46FGuOy2SKytuGkp4BiS3VLI6KIwluUkxtzfPtaHRQAdOr3tslVyiUWKOMoWiZpFc25zcmHNEya3r42sG3H8/vO99trd4WWNKci8BMhlRBXOVLBw/TkWLELJpFA8IktvNU20Jo8UpyVcEuO9t4vWeYlHNQA8IkhulKO2rC4Pz6En2Me9Ry5N7yS5BYBLkSe1QC2u0TgCFe4hF+nRxc+6kIKBm8+5xiMbFMyoX+1Ta4pkqVVeuOgaFfySPKmy82/fzq0QT8kPZatZNyCC59r9zzz2w0Ynxtdwecb3kUA4EIBTSWXNmlUiupsFSvMwJFiGXU/KQmiQXoIubV8w/bXv5MLE3+7lKvdsGyTWhGq682k7S1Z1K3vMRkqtCMkZIrkIR+FCI/TzBE087yJfd5Jph2wiH9KyDFj4q+TbdlkHGJKGZ0aBw/GwWHSNjHIeFBTjlWKZytkqNENk5BZK7zUrugQPi52EeZmdcbrABg4W0uqpkPO8IbHKmmRj0yZU4D9JpWGdIyZWohxbJxScq9Er2jWwWHAaZWugfV3pOiYxLEMRTp5Sq8Ftth/J9KoTxe7q247JI7lrECleO2USnpNMih9DsJtPV7asrgzDyrHDlnjzX1OeDRs8D9TqbFTdhraK0d/hp0DCqoMsclXNzg5Y93b4mJ+oJo7dls2n1F5f5ctK+CrlGSNwHCRKh8U4yi+SWxZzo9jQpGTOVoNVSUDkKCU0bPBxVJXdCOCNBDvItZsiphysb56ipxNkiELBI7qy2hua2v+nMrDjb1td0UbvBKVdNI+HJSG48Dpt6nOMsA7C0JP0KyGQskntuXeHw8vl4h+uT/E/+BzsW5aZ+bEk4NJ7o7TG/zh7hMEFq1Mo9zpbF3LBVctPQx0l+vUe7bYgvEmUklBHzu9QU16mc2ZlgldPsIEda6jyYWRJn+nreSavRx0FPWjQs4m5QrruVi5uGUj6qhNDX1oWS60xbBUMvBqt41rqIlsmTpNV22JPcWIy4XqBYdqgpuQn3SE5uQ/eOPV7uuQduvdX2Fi9rTEnuJYDbDel4l7PMoR8/QVW3b+ECCJLbzll/zSzKCeLLXiZ+BrWa/YUGQkGxWF/PZ6S5DzCwG0vEmPer5ckdvqqJiw77eBJNWlLawN69YvdU2OFiMXEPR0+Kgzk+a7+JhhNuNPqUijqVlkK4stnqpu4YhDVKDKQ333KSX+e9/BI/o2SojrTTUSC5d90FXkebv+jdo9Q2BCCT0VjzLSuRXIDFZI0TLMG5c9KejwAEg+zhGbxuYUy9Yum47HJgQOxBwQBzuyciufE4eF1i3fVwSnuIAt+ekivpJQwMSO5RD08Yxcn27x9/eXrWyCFa69NpGjnhkkrr0bAguYWyc2SM47C0BCf1BVYNw2UuqxAat4WcXOuUVzCefT546Ad/i69yq9QwuuDzu121cOVQibPtpOXRl+U6p9OQ6ycHYd2TkFzcuCUhhy4XZFOCcC+2n1VzsiSEkaOfOq1Ecq1K6wWx38hC7xYXwa11eGYzOVByI+PXUUoUEmWj7KHfF0aubL9MJkVoeqPao9uWK2kzM5BvBmm1dHIVH2mXghPEUHJNqDgcVnuC5HZ6cgdFJiNCjtv1LvWaGL9s+5gJ1si1RIufPEmSkfEkN5kEj9bmRFksZhV12XLylUODPqUqjj5zkmwTyR15MKrhystCBpu5ykauMpFOD0iuS+6Mz2TFQ1nLaaK6ssJ5GomI8M8WwsEnm+OJBJT6YZ5jJyCiseQDy5Aizy/yM3zsd+VRQmgaL0kc43/wfyk91/huwa6+yXWAAvEOhUixQS7vYLUWRaNvS4wt58E6lGtO0etY4hANp8SmaRI3lfk6G65zmgX6OKXPNRJ34qFFruSm1dTxOeXPNeppUmp5IZ8XJFdS9yWU8NDDReuUILkFLU48ztg6BlYf5bzOH35xkR/kowBSkhvr5ylUnMIZx/jK7CDue0TJ7ftUjpcrElOSe4mQne2zSpZ2W6eLW43kdgYkd89e+atzOODJldfy6KH7lMb0zZyIj3sTn1Iy6PfuFQYPwHygqPQd/nSIN/Ep7uGvlYw2AH7yJ+Ghh5QuNcOYvnVGGLXzO+0NbkfAR4QyhSJUWl68zo7tAWX1+q07req2so03lPDwXn4TDx2l53phuLL9KRsOwx0Lz/I5XmsouXJSksnAmktNyQVYSjc4yeKA5I7ph2chGMRFjwNzBWa1c1w1b+9ocTohENBFTq5qnpLHw36eGPkMO2gazEVqrJI1Wr4okDfTSgel+WoeLB08as4lg+SWqi6+yCsB+1x1U7nIretW4TNZhcpoWBdKbs2DX2tIOejiIpzoZq32Y3M7FCyLrYQrT6DkAlxznZMQtdFGpyqff/6fx2BHpEIfJ8dOGWqMJCUknYZc1yAZuGwLVcEoye3iUqpavTgn9tdFTio7WXq4qBS7dHFL54bp8CiWRTu4cMieKDmdsDOc45nK7IDk2hTuN5dPruKjY9iPKgQAoFBy0OnICeiuXaDrGsdYIVfxMuNWOIsMJdeEEsntpg0l1yFtzWT6xtZrQWoNca1UyQ01We8k0GuGkhsd73BwOmF/8BSPlcSZ3enJ+zRbJLcWtVoIqThEJ0kr2BKG57Wikrv3ew8SDOosHVK4PhBgJihyG+c8m5KLRXE1jT5rG07qXS9eiWoPIu2pTIRNEmiabrsmQMxxHQcPcw0Rd902tNSCwSB/xvFB3vmDKi+OwbtTILkre8RnmueQmS4xFqEQWVZZ3fCwWo+R8ZVs55NZyXhtXaNQc4taMRKHZXpGrB3zLFJScmMD5/LyLvtf0DSYcWywXvLRaul4JQUyASK+FuW2b0ByE/bvwkrFOrkpwpUlxSUtklt28dtfOsBf8kZAgeR2NigadkQs2re1IyJGTq5eMJTc/ngl90rHlOReIsxlHayiTjKIRoXny8CuXWrfs3e/g5VrJTuugfe+Q3z+q/mC0oEWi8HLU48DkA2rtQsgEuGTvJX/5v2IohsZYTQr5BQDxOJiU3w8J+JUshKSi8/HDOus5zSqfT9hr33fPYcDQlqVSsNFt9nFpdn3ugRGD5gJlFwrXFnBGL5pT56nuYoiMSXPcyYDa/qMupKbabFOhuJzm3RxE5TlkBvz5+df81V+nR9TUu1DIY2qI6pecdLjYZY1vsot/J+7Ps6990q/gmyszipZo+WL/PqRalYK725E+FUJVw4GLaL+ab4Xn7tr60EfziEyQw6lSm5Ep0KYfCNAwiVfp4uLUOhGeAYRtiZruQFsLVx5UuPZjLcsqjnUJiW5t+wQ+Wuf/Xexd7gj9k6NdBpyHWGd9nBKlVyXS4QfW0quT76uF3YIA3uRk0pOFtNA2kCwS1kVfkvJbXiVSC7AnsQmzzR3DMKVbYoUmtv2RnVykpsvOul2dOk+sHu3+HmUXeTqIdJehbPI7x8hubLpkc3CajuFXigaDgo1krtWC1Ez+q/Lto90tE1OT1LL1engIRm3D9M+FDvFYzUR/dHtO6StmUZJrlHdVuUINtfpdlnBHs9gs1dUcu9+nUYuZ19BdhgzGfG+ZgMlyZXgCvtJscH6pouTvSyLMfl8iiSclImQJ0nc35QWQTTH/SBHWA6ppXpZMmm/P14GPB/mAld4rpkMhJ01zjHHjL8s327CYeY4y9mCj9VGjLlQ1f7zd4iFv553UKh5iFOQnhXmLZ9B7P1KJDcxUGOX98rPohnXJutVP42WA69LgeT6uyKXf2ODMlEikhQ0i+SeKYlw5W7UluSajvL1WoBHzg7sXmm4cn+DQtXNF3g1d95hbz+FwyKqpp5viD7ePc9UyZ3iO4vsoouzzG2Z5Mo8hRY+9Sn43d9VuvRHfyZGHw0vbeUD7c4FES7acigegBOEKG4F2QWx4Xy9sJcANat68lj4fGRYYy1nKBk+hRY/zjqVpptOqy/NFwPg6qsHf1a475FwZc2ttLFfd7CFjoMHuIuleflGncnAeifOE4jYWLvQFoClefFcHnxQ/D2VUSO5r5v9Bt+n/6lS0bBQCKquqBWurKLkAtzCP/NzV3/K/hAwkI03J1Nyh6GYk+v1GuGJ1+6Rf2YoxAG+BcBDHOGqOft8wvScEa5ccA1aWMlIbtqDjoMT3XnibntDBAZhal/nJgCyywrhwX7/wCEwabiyqvFsWumFCXNyz//zGFyd3WSP4yh//k0RQuiStLBKp2GjHaGPplTkSdOMIkkGyZVWAEZUM4bJlFxA9KPEvg0SiPH4tCZFYuRJyvdLYM9shWf7O+kVK5SJEI2Pvw8rXLkeUCa55l60ea5NV3dICaXp8H2W3eQ6UdIBhQiKVIoAgxY9MtUqm4WO7iaf69PFhVuyJEzj/FwtTL0p1oVs659JdMmTZP0Zcc7L9uRDyVVOd2YpFBBtjSRKbjQqCgiu1gXJdWh9KRkDBkSpq9Dyb6sw57YiydU09UAwGDgH50IKUSB+PxnWOJXzcUbPspyWz6dIwi0ciSRtC4aZMEnOExxgKaK4nym2ZBqBaSgqOPk0DfZERBXmJQVibym5pQCrnTTZxPhq4AAz82Lhr+XdFOteYpSkh7yZU7uK2PuVUrHS4lzU6LOwV75npj0lcrUAZ7oZslH5+RgNiUKOnDpF2RElErHfnyyS+9QZaDTY7Eft2/tEwKH1+Xr1EM3uYLO0ff3xODGKlFs+TrHIq++yX9jmdKjk25yoi7NCsU7cFYcpyb1EmMtqrJGhiDhAJiW5yvD71Y3OcBhruSoanu+96d/4YX6H9xz5mtp3bLNXeNdBca+r3QxZ55rc4WmS3IKHCmFCfjlBFCTXQ7fdl7YBEYMakt0nCFeuEqLncCmR3JfcIC5qEOCuO+zVaBCHx0YjxIf4ALdeU+Gqq+yvX9wh7vObTwtLLTkrsVTNXjRm7XkFch8KMZmSO2wtK87xbKo9yMmVVW8+HwrvTtNg1sg9CkQUpOJQiFnOWX99+TX2KqXVT7PoGbRLkYSkRubEsz/OMgmv3GBbFMWq+To34aNBdFbBmjTLMoO6kmueqkqlRRkouaokd0IlVwsGuNfxaevvKuHKfV20u+nhlObwAvh8Gk1vVK1tHHD1NS4C1Fjh2ERK7jrimarM8bi3To40D3MN1xyWXs7SfIcmfk48VkHHQSwlJ7m5ZmhAciW5yFa43mpTSTVNpyHs7wglV0+RDo7vLzv8S8NKrsxBZqmgea9wUEiia4YLQ9V08d6kSm5KR8fBM4+IcSUkJPfqjEhfeuwx6Pad0mrxmgbZUMWoLq+rOWhhUNxD2bO+BZgPRzFceVIs7HRzHd/gtuxz8ov9fnZxlC8/OyfyOjP25A0G4cp5kiTD8vN3WMlTIpSgUAnqIphAyQW4KiPGsphUcBR5PGQdazS7br7FAZbn7Ml9fM6Hiw7rRTeFpo+4U27Put2Q9JQtkquk5M4IZ0+WVdue8Cbm/QVOVFMcY4WVGQWHRkgUGePYMcp6WDplLXuuIfaMzW7EVsl1OEQ7z39o3zby/23vfX6eMAMHzmtfaz8mczqUN7s8VhfRIIcO2f/OlYopyb1EyGZFuIBZeGASkhtXCDn8tqFIQoPpAL/Du5lPyzd2YHL1ZkIE5uPMcxqArErFZ4PknisHhJIrKQcPEHY1qTRcdHSnUnsBNG1wqk1aeEpTI7lzB+LMchaAu14rN2xNI2yVeX72/S2pM8BU975xQrAsaWVsTRP3umb051NUciuOiHrhqeF8HkViNZfqUCbKKll5r9/zoThnzVZFSpeHQmjAB/d9jF/gZ/m1HzspHUJQq5Ere+gYJNcdsr/3aHZAcuM+ucFmvutvcZA5zqJ5VOK6GUxcVZJ7663w8MOj/YHsYDL8gwfVrp+Q5BII8F+6H+HOxae5WnuMld1qKkOOtIgMkPV1Rjyapi/GpjNNQqFN233v9PAcO4XqMYGSa7YmUVE+YsEOX+Zl1Aly423ye5g1wg6fekjMpWhmPPmORETdho1meGKSm9/QlXKXNQ12zTf5JtfRwUM6LJ/jRKP4HYMzS8YBrLZ/rbgYk6Stm8lH1vQ0dcR7k+bkGvmHjz1u/H3efh0dmhf5pY8+ilC8Fd51NlZnVZ8T96DSJxzgv/93+MpX4Kab1K7fCoJB8SK3KcLLtzzLN3gpd+48Lr/Y7+cwj1BpizNORt5AcMkOHk6ySDIiV7yHCyItJRVrDGyF5E6QkwuwZ1msiaVMU3KlwJxfOGXbeLn6KvuiTY6AjzQ51oo+ik0fMbdaQdRMoDIZyTUKhy07TymFde+LnmWtm+RZdrMzK79vq8jYs6do6x5lkltDzO18zSdtz5QMNikSx+Po8Ej6Tr70JcmgFhc5woOEKfM3h35GGpliKbmlHo+1hMKheqxeaZiS3EsE89A0896kHCASwYvYbNM+xU3x24EqCZ208uI2hysTj1sVd+d9ChWffT5mOUehGSBPUiknLexpUmm6KBAnFlSocgiDkGVd4fPPq66sVBxkdpYb+FfmWOWaG+Qk4w1vgA/8pM5f/D9nufsdKen184tONPo8vCEmbmpBQd0LBidXcglPVHjKgqqSmxFOjKfZy55FherHMFgLit8xEck1nssHgr/Nz/JLuOJyYyTtKpCrBui0xFySktykeJ59nCO9sMdhdhZcRs/NrHNNer2FSUmupqkTXBAT4stfhn/4h8nGA8okd55V/v6Vv8ijqTukhojJuXOklVoIgRGu7I2y6Ugp5RM63Q4yQcMYnKDw2bcQPZdURPLrdpU4ikhsvfEW+T3MLot18OTTwoC0a4umaZDyVdlohWkY3NPntd8DrXDlflSJUALsXupa4fXpqFrlWX9ErIuwW06KLSWXLE18uL32xrPPB1F/m3PMWsat7PXNL4j7/NqTYuIt7rFfRztm2syxyt/9HXT6aufEfKrJKRbEc1WJQgKx7ra7h4joa6eeazopTKleZR9wuTjseNz66/KC3PFtfvwz7CEZk1+fzcIX3v8AN/HPvGafvWPTwvOh5O4Xk2gxqxaablZ/Bzh4WB5KkNHWOVf2U2r5iHsUIi6ATLg+EclNZ0XhsGXvWaXP358UNkoPFysK7zo666NElMqm0aZSMqWGO0fUwrOUyg5paHC1I9b+DZEnORQ9ye23Swa1uMgdfJESUV538Lj0Hiwlt9Dnsf5+FqPF7QqiuOSYktxLBNMQfhrhRZHuQfE4V/E09/Ip/vTO39u+gb3pTeKnKgk1N1FVUrzNSi5uN7tdJwDIKhSZMJVcEIVLVM6CsKdFpe1lgxQpmzYPI/jhHxY/zZBLGwQC4HH3DeNZTcklneY3eC9f4NU4/HKSMTcHH/yQxht+ZE7hw8EdFb0Gn6oLF2FyQeH9DZNcBSU3HIYqwW1Vcod7vu5ZUcwx+8pX4Md/XNlQMNe20hJyuYRFfM4IWVZ4TjPuIuv1IKWaCx8NHD77cOWdOwd/jgflERdOJ9x7RIT11TT5eCxMGq68Fdx2m7qx5/MNJpHKCW6+sLU1pfcwTHK7uHBKKu6aQ2ou76fgSktJtAVzLIqFzxxan3/hRkBpu+F99wlFMEVuZK6M/Y5d4jk9mRPOMVll2JSvSq4TJXdOGJDpiL1zKRAAj7PLJgmjarXcTNl3VZ+e4Rybiavtyf6IWDdJv9zYNtf04xzkFIvsXZI7yGaTbdbIUCOIz92V7uMre8V4/un0Tpx0mdtjPwe1YIC38Ek++1mdtX5aqpADLM+1OckiLbzKdR+fFwSD2xaqDAwWguJ3HPILR7mDnlKtB1M503GQTKg5D151a51/5hYOLSuKForFN0fwPd8D73mPPBHewKHvEnvrvhvUntPc8mCvP3i9fH+aceZ5ZjMp0hz8ak7m2XjLWtsqR4s7HuItfJLXx/5J6fP3Lw3W/8qK/PrIjihN/FZxP5lZMJx+dmrnywF5DYA333SCG/gXPpl6n9JZRDwOwaBIN1Q4HwdKbp/HuJqr5+RVx69UTEnuJcLESu7KCp54iE/xfVyzvIXcXFV84hNw/Ljypjixkut2C5f2NtYr3xNaBWBepeKzUWQChIoYUyi8Eva2qeghQXITChV0Ad76VtjYgCNHpJdqGuxfbvAYV9PTnGrGiNPJIqe4mse3xxseCDDPGeuwSaYVto6tKLn9oFWMTTpF5ucHRFdVyR3yoF61W1HJOHIEPvxh5edqkheloi4gbvys4XVWINJpX4VcM8zT6zH2aEel49q9G2IuYUglwmoE4KPvfpCb+Ro/FPkTpesBMXaXS71q+nZjOE9YxUFhTrgJSe6z7EbHoWQ/+3xQTSxSaniVK8NaY1FQcl0umAvXrF6XKsVEbnhtklfzee7iAaUpPrdf7PlPGQ5aWapmOlBnoxsbkNyYvaNF0yAZaLJByiC58vn0ylcOfZ/inuyPCYs56ZcruV4vzASr/An/EYCbrpH/Tibd5xyz/DM3c9W8ApHeE8JDi41OjHnO4EpKHmwgwNv5YzodjSphJWfAylKPLm6Os6yWavN8IRBQdiJuCZMoucDuwFl8WpMdnMYdk59dw6Qlqeq8Mm0n1QpaSiFd5+H22+E3f1P58mvunufhB/u8+j0KRROBub3ieWY5Q+IqeURYxrXJM0URXhIPqIVEZ1JiPWuazrXXKvxCJMIneBvfl/2q0ucvH4njRYxl51XyZxzJiv34NDvMr7PFMMk9OXsDMKh7MQ6/+sNP8y/cxI7TX1dzbmja4EMVSK651DaJ8yT7uHqvolhzBWJKci8RMhlR/e0RRLie1OBxOgcn+XZ6PD0ehS7gQ5hUyQUx/m0kubtjIkw5G1XI+XC5yGiD/sMvPSI3kGbCDdaZIUealKQ4yAhk5TKHcHhfh0c4TE9XJLnbDYPkAoS1iqy9nUAwCGXD0aBaXbnv5wzzuBz9kRa1F4XHMwgDVw0lnh9seXuu2p7QONPoL6umzkcioi0EKBl6M4EKuVaEpzaS7PUel16vaXAgIt5dPKJGAMKzQb7Grbw782n5xSYike1VcbcC83mq7JnmNaurSk6ZmRlwOft8BVEgZDjPbhyGRfvtUHIBFlM1mgjDWUXJZWmJz/Fa/oh3KH1+eCmBnzpPIhoxykhuKthgo5cYIrnyCIojS5v8NfdQIYzbJ98Ab71jMO9UBS9nTMyNZEjN2P7u/Uc5zQIafa4/Ir+H2TmNxznIV7mNN90hT51xJOMsIaKQFh2npT1ECQa5hoe5/pAYf98p35RXdor97xn2bIkzbRuuuw6uv377Pn9lRZy/+/crXe4MeLnO9Sh7eUppL5ifF/YcQCKpeK6YRp9qYVATsiqR3yYOX+tQ9pOH92YJU+Zq7XF5SAew7BuEEMcCasTK5Gy752pqjkFzz1dRQAHnvj1cxdNo9FnaK38XZgX6UwjPhirJPbN8Gyd3CxteRnKtD2021Te0CUiuaYp+gVfTxsuRm1QMuisTU5J7ieB2QzpQo0icdLwjN+gBbrlF/Fxd3daxTQRz11HcUABRbXgSIj0hbp8/ymv5W162pJDromnMegfVWqW5D0B2yUOVMGeYJzWzPUvo8CGdVeap9PxqhHK7EY8z7xAHVMql2Kd02IpXVHIrXT+rZJmLN9SUULMkoCK5iqXd+Gjgps3Sru2x8kyjv6QacDEsAygQmaVIkdVOmucqKfYGTyt9xYEZUYSt5VBUDcxDdpI+HeHw5UdyJ1FyzZNfUcl1uWA5VeMfeQWgRnIDATh1Svx5YpKr+C4WZkQYYNRdUwuw8XhwoKPq8tHcLmYd66whqtdJSW6oSU5PklsXJCAVlztafvr7nmOdDI9zNTOzcpLrjQ/WjVnASYaCT8Qgq1TDBbjvhmcBuJrHiKTl8/yuu53kjZDGe+9SyD+MxVjmOACLHoVc+EAADfi5dxwF4Btn5aknK1eJCK1jrBAOKkayPB/40Ifgj/5o+z4/GIRcDl7/erXr/X4+qb+Zj/GflM4utxtm/cKrmZxR9EovLwuFeZKKP+UyPPSQ+vXbjZUVfoTf4Qeif6lW5ClwyvpzPKyWLpRYEPvf3p2K6UWT7PkAe/ZwmEdY5jjeGXkFcTM65kFEVJ6M24fDcOed8Curb+fPjx7B4VCIsBlmzkrkgIEdoUByEwnYnSnzZ3wfADe+dhK15srClOReQmQjQmk8KKlKZ+F1rxM/JynWst04dAg+8pHB2FTw+c/DBz+4bUNKzbr4W15HdkZtU8zEBrkh+66Ve/LmD4pdrYublIIBthUcvs4oFqQ7+O7vVvylP/gD+Pmf35bx4HQyHxcheimPokQ57K5UVHLbfRFKN1zQwhamkntWrciE5veRZZVdHMUZnNCDrogJI+MGiUChkFKM8x1Lz9LHSU93sjd6Tno9wNtueBqAw8uK785kLpOQ3Le8Bd7/fvXrnw9EIuIeVNIvho0JRafdrmydKsKYUvHbLSxA3hD1tiNcGWAhaxQNC01Qhf/mm0X+niJmPcIxmAlVpcWt0pEWBeKcO9MnQI1ASD7Hb7+1x318nDfzSe7/VQXS6nDw/3rfyRv4C/xxtXV9y0HhhfqRVzypdP3LD22yi2f5Lv5eyRn1zh/180Htp3kHf8iBQwrnhMvFils4rRYDCp0BjDHctfIU/5X7uf8+OflZ3OtHQ+Qvv+w6teq2LxhMksbj97PYfY4dnFFOxVqIGP2NM4rO03hceLxuvll9XOHwZHvydmNlhQ/y07xlSa2F5L7IQKCJRdScLO69olDALXfLlWJgYiWXXbu4n5/ks7xOqU3W3r3i52cQDhOZsK5p8Cd/IobzwAOC4EqPo2HjYVIlV7Gf8u2HS3Rxk9ZyLB9+gVadAi6ngJUXHeYyPR46p1CVzsS+fULFVe0r+XzA4YAf+7HJfmcS1XcrMCUSxe/xz8UwW5VqIfmBlr1+EAOYzm6PzHr4RnGQHUye5fbb1YpD8f3fvy1jMTGf1SEPSZ+icTRM6wMRxgAAFYdJREFUchUMBdMj+jgHeZmig8JSclWjG/x+XsFnRU85/7vUfmdC3HUXfPSjgvMpwZQAFfPgb1peI0SFKmH2JhWMYeDl19cp/1GY8HUfURvTVkjuq18t/rucEImoexuG0wkU947dO1p8/kHwO5qk03JyNUyElZVcc+0ohisvLAhjfj5SVfwC4GuKfc4NzAbL0IQ7rs6hSYqTpaJtdBw89RSkycnDcAHicT7Od4nIgKzaQnpL/AHecu4PIPTnStfv3ucS+vXhjyld7wz6eJhr8NCGwFvlv6BpfGDmD43IgFPy64GVwDqUYDGiEC1jzAstt879fABu/kvpr3hSEeY5w2kWuONWRUfiixHDNpYqyU1U+dc1hR7yLySYZ5eiTXpVdBChEI+p5YS/7e0anS68852KYzL3blU70+djljVmWVPam3bsAL+7w8nOEouZFmGFXrzJJNx9N3z844opJFtRcq+/XtyzSvUs4PYbGnzs7+DG6JNo2haKml0hmCq5lxDZlwjycvDIBCF+c3OXT2GXyxWThlDPzfFX3MMT7sNKRCN7eLDppBa2Rw3MzLt4W/rz/MLbn9q2rgqTYn5FHACpgFrp/0lJrpkutUGa+TnFoih33ikqH3/oQ2rX+3z8Pu/iI/zE5LlQitA0eNe7JuiSZR5KhYL9dQbcyQivQDTOuyqjGBOdThOmqp4LvxWSezliZkbdKbgVkmtU6F4K5JTW6XBI87aFKy+L82E+obhOt4CiJgZ/x41yh1fKyMF94lmXILkqYYTmHq6grFgwP1d14ZnzQnVN+P0EqeOmq74uzDmlOJ+Wo2IPWIgrOCjMcU9QwZ5wmBWOAfDKV1xGhacuNwynkKiS3CVhTicXt6k94uWIWEysVcWK98NTNBZXM2zcbvihH1KvhYrDIbyJ25QS53DAVbvF2jmgKlAxCHY8pxJ8NbxHqiq5d90FxaLywXL7y8TPmxYuo/THbcBUyb2EmMuKTdGMuJziO4QJlVzm5riH34eIWl5Cdn6wOadU828mhKbBH6+/Zls+e6vYsT8MfwUplyKxGia5Ch7S4Sj84WdsC5dLVD5WhUlsXa6tVavcDih6Xi0kk/wEv8Zu93FiKcV7MA16VQJgHrLbWCDuecEv/7J6BTCvVzyfWk09XHlFGDvL4Twg6QvBKMmdOFxZtfDUXqPoVHr7lLpIqAcb8Mo75X7ytJGDe2LNzwFyasq6+XAmKbI4qYJjhvWp5u4NP3/VdWGqMIrr7rt2PMlbT36C25YUlN+tkFynk9s8/wptmFs5oDSmFyW2QHJfet8+kv+mM7NwmdUl2G58/OPqhHLIORSOb+P5+81vThYx+NGPwpNqaQsAew95ePgJOHBI/R5eY5hzZvCZLYJBYQTqurqSCxMJYCtXB/l77uSG17xc/fOvQEyV3EuII0eEI+xySrF9QWALJHeS60MhiLiEgjHJ/nOlY8eRNA56ZLpqxY7kJQRHkU7DbESoT9nlbaq2ZRZGupwUyklJbirFHXyRD3feq04CbroJfuIn4OWKB5rTefnlf20Fs7OTVSOdUHnbfZU4QpdUwkv5Nkmu4rvYeWMar6vL3nv2Kn7B5Pi9Nz7Ap7iXXS+V38RMapB7p6zkRiKjLaBUMKmSe+ONotjRq16ldr35/F0udVkplRIOPsXrU7MuPsHbiM0o7H/DLa9Aec7+4sz/zZd4+QShJi9CDJNcxXf31vs0zp7VLrvae9uOu+9WL57l8/Fq/5cBtdSwLSORUEuLMPGud8H99ytfbublTlIzLB6Hb3wD/viPFS4e3vu20h9ZBZkMd755hvB/vHt7Pv8ywZTkXkK88Y3CCTtJRNYUCthCuPJE1wPZ3cLAeDGR3MjVizzAXfyQ4/fVfkGlSed5OHy9OJiy+7dpUWiaILrbFKq8JUz6nIbDalVJgN8Pv/Zrk202b36zCAd/McFc0Ip7wcoeF3E2uXZOoRouIh/L4RAfrxx+N6GSm0jA00dd3Pfu7SsmMvMfXsG99/mVwhQP7GqRQrRpS6squQ6H8ABvZ7iypsHb367+IkySO0l0w9zcBN4MJgvTNu9zEiXX+GxN0y6vPfByw4I8KuN8aNoEa/rFCr+fv/bcS4nIFe1kMcmtkio7hOuuU+q0JGDuk9tlZLpc8MlPwktfuj2ff5lgSnIvIaab4jbBVHJVN1EzbG0SkpvV0LTJ7JcrHisrvIq/J/FOxTYMW5jch4+I8B+l4gxbhc93eSmUZkXl3bvVrh8+9LazZ/bv/R687W3b9/mXIyZUcn2JAMdY4QdveFjperdbFC5RzscdHssEc3ZxcZtLN9x0kwhTVKgG7vR7REViIEpJPTw4kdjecOVJYT7/SfaOn/1Z+Mxn1K83DxQVS3gr4cognqkZDjnFxbEFkjuFAgIBPKUcESpXNMn93u+Fv/mbbeaHZjTLRIfFFOfjMklKm2KK7yBuvlm0MlENzdyCkjs/L/aeyyWt83lBIACNxrb2Qv2e74Evf3nyCN6J4PdfXiQXRA9H1ee6FSV3CjVMSHIJBok6a5BQVxxXVtTThAFRtGF29vKqqj8JfD5exWf437yFOgH1OfvhD092z5MquZNiK0puNjtZpMYkSu4Ww5WJRq/8XPvtxpTkbg+GIz+2u8vGNsLtnqxr5pYQiYj94EVlZH7nMX16U7zw4PfDr/6q+vVbILk//dNw770TjuuFgElD3D73OWi15NcZeNnL4Otfn3BMk8Lnu/xC9SYJSXq+lNwXIyYluT6f6Pt95IjyV9x/PzSbE4zpVa9S7gN9WcLn4x38EbmVG3jXsfsh9FNqv3fPPZN9j/nOLieSOykmUXLN8RQKwhBWzUFMp6fqkAxTJ8D2YG6oHeIVrOQ+LwiHty8f90WEKcmdYoothCsfPDhZ0YEXLe6661KP4EJcbuHKkyIcFkZttztN6P9OY1KSCxPnLb/AU6AuhM+Hix4/7ft1CDS3L476Fa+AY8e27/NN4rOde8ckSq7TKa4rlcR8VQ0//l//S7ld2RRTfEcxJbnqePe7IZ+/1KO44jEluVNM4fOJsLipd/vFgSud5GqaUHPPnZsqud9pbIXkTmEPM2pibW175+vrXy/+2y48H0rujh3ip2qI8+IiPProZPN1cXHiyvcvSjzwwDRU9DuNKclVxxvecKlH8ILAdAVPMQXA3/7tlqoBT3EF4pZbrnxymExOSe52wKx4llTrmT2FAsxnubkJe/Zc2rF8OzDJ+naS3FtvFX1GrrtO7fqtkNwp1PCay6tP/QsCwyR3OmeneB4wJblTTAHwkpdc6hFM8Xzht37rUo/g24eZlzslud9ZvP718I//qF7pego5MhkRfaDrV/Z8dThEcbjtJLmapk5wYaDITgnDFFcChgtPTZXcKZ4HTFsITTHFFFNcaTDVsSuZNFyOcLnUq7JPoQa3e1AlWbV90OWKy60y+zTseIorCcPF0aYkd4rnAVOSO8UUU0xxpcFUcq900jDFiwNmKsiV7pRZWYHl5Us9igFMkjstJDXFlYYpyZ3iecA0XHmKKaaY4krDNdeI/Ea3+1KPZIop5Mhm4cEHr3ynzFe+cnmtuaUl8XNz89KOY4opJsXlFBExxQsWUyV3iimmmOJKw4/+KDz99KUexRRTqOGFouQGApcXyZ0quVNcqXBM6ccU24+pkjvFFFNMMcUUU2wfTJJ7pSu5lxvMarXDBX2mmOJyxhe+AP/0T5d6FFO8SDAluVNMMcUUU0wxxfbBJGNTkvudhcsFn/40HD58qUcyxRRqeNWrxH9TTPE8YEpyp5hiiimmmGKK7cMLJVz5csQb33ipRzDFFFNMcVliGhQ/xRRTTDHFFFNsH6bhylNMMcUUUzzPmJLcKaaY4v9v7/5jLCvvOo6/P2G6/FTAULQsKAQX6kaStcUVbVptJZRWsyslLZCagmiwKG1qQ+0aDKlWW341JlpbSxsCpkLBBu22lHRp3JpaoYuBBXZlN6wFylLE4h+12kgFvv5xn3Evs/feGXZ3zv3h+5XczDnPec4zz8wnZ+Z+5zz3jiQtn9NOg0svdZmiJKkzLleWJEnLZ8UK+NjHxj0LSdL/I97JlSRJkiTNDItcSZIkSdLMsMiVJEmSJM0Mi1xJkiRJ0sywyJUkSZIkzQyLXEmSJEnSzLDIlSRJkiTNDItcSZIkSdLMsMiVJEmSJM2MqSlyk5ydZGeSXUk2jHs+kiRJkqTJMxVFbpKDgD8H3gSsBi5Isnq8s5IkSZIkTZqpKHKBtcCuqvpGVX0f+AywfsxzkiRJkiRNmGkpclcCT/Tt725tkiRJkiT9n7lxT2CJMqCt9uqUXAJc0nb/M8nOZZ3V9DsGeGbck9BAZjOZzGVymc3kMpvJZC6Ty2wmk7lMph8b1DgtRe5u4IS+/eOBby3sVFXXA9d3Nalpl+Sfqur0cc9DezObyWQuk8tsJpfZTCZzmVxmM5nMZbpMy3Lle4FVSU5KsgI4H9g45jlJkiRJkibMVNzJrarnklwGfAk4CLihqraPeVqSJEmSpAkzFUUuQFV9EfjiuOcxY1zaPbnMZjKZy+Qym8llNpPJXCaX2Uwmc5kiqdrr/ZskSZIkSZpK0/KaXEmSJEmSFmWRO2OS/E6S7Um2JbklySFJfijJXUkeaR+P7uv/e0l2JdmZ5I197a9O8lA79qdJBv0bJ70EQ7J5a2t7IcnpC/qbTQeG5HJtkh1JHkzyN0mO6utvLh0Zks0HWy5bk2xKclxff7PpwKBc+o5dnqSSHNPXZi4dGXLNfCDJk+2a2ZrkzX39zaYjw66bJO9q3//tSa7p6282HRhyzdzad708lmRrX39zmRZV5WNGHsBK4FHg0LZ/G3ARcA2wobVtAK5u26uBB4CDgZOAfwEOase2AD9L738U3wm8adxf3zQ/RmTzE8CpwFeA0/v6m814czkLmGttV3vNTFQ2P9jX593AX5jN+HNp2yfQe4PIx4FjzGUysgE+AFw+oL/ZjD+b1wNfBg5u7ceazfhzWdDnI8CV5jJ9D+/kzp454NAkc8Bh9P6f8Hrgpnb8JuBX2vZ64DNV9WxVPQrsAtYmeQW9J5J3V+/K/cu+c7Tv9sqmqh6uqp0D+ppNdwblsqmqnmvH76H3v7nBXLo2KJv/6Dt+ODD/xhJm051Bv2cA/gT4XfZkAubStWHZDGI23RqUzaXAVVX1LEBV/VvrazbdGXrNtLuxbwNuaU3mMkUscmdIVT0JXAd8E3gK+E5VbQJ+uKqean2eAo5tp6wEnugbYndrW9m2F7ZrH43IZhiz6cASc7mY3l9lwVw6MyqbJH+c5Ang7cCV7RSz6cCwXJKsA56sqgcWnGIuHVnk59llbZn/DdnzkiWz6ciIbE4BXpvk60n+PslPt1PMpgNLeA7wWuDpqnqk7ZvLFLHInSHtF9d6eksojgMOT/Kro04Z0FYj2rWPzGYyLZZLkiuA54C/mm8aMIy5LINR2VTVFVV1Ar1cLps/ZcAwZnOADcnlHcAV7PmDw4tOGdBmLstgxDXzceBkYA29J/IfmT9lwDBmswxGZDMHHA2cAbwPuK3dPTSbDizhudkF7LmLC+YyVSxyZ8uZwKNV9e2q+h/gduDngKfbUgrax/nlMLvpvYZq3vH0lmnsZs/yzP527bth2QxjNt0YmkuSC4FfBt7elh+BuXRpKdfMzcC5bdtsujEol1+j9yTxgSSP0fse35fkRzCXLg28Zqrq6ap6vqpeAD4JrG39zaY7w36e7QZur54twAvAMZhNV0Y9B5gD3gLc2tffXKaIRe5s+SZwRpLD2l8CfxF4GNgIXNj6XAh8rm1vBM5PcnCSk4BVwJa2pPm7Sc5o47yj7xztm2HZDGM23RiYS5KzgfcD66rqe339zaU7w7JZ1ddnHbCjbZtNNwblcntVHVtVJ1bVifSe8L2qqv4Vc+nSsGvmFX19zgG2tW2z6c6w5wB/C7wBIMkpwArgGcymK6Oem50J7Kiq/mXI5jJF5sY9AR04VfX1JJ8F7qO3xPJ+4HrgCHpLYH6d3gX91tZ/e5LbgH9u/X+7qp5vw10K3AgcSu/1iHeifTYsmyTnAH8GvBy4I8nWqnqj2XRjxDWznd67J97V+33FPVX1TnPpzohsbk5yKr07Ho8D72z9zaYDI3IZ1t9cOjIim08lWUNv+eRjwG+2/mbTkRHZFHBDkm3A94EL28ohs+nAIj/PzufFS5W9ZqZM9qzCkyRJkiRpurlcWZIkSZI0MyxyJUmSJEkzwyJXkiRJkjQzLHIlSZIkSTPDIleSJEmSNDMsciVJ2g9JjkryW/tx/nuSHLaEfr+Q5AuL9FmT5M1LGOtF/ZKsS7JhaTOWJGmyWeRKkrR/jgL2ucgF3gMsWuQu0Rpg0SJ3Yb+q2lhVVx2gOUiSNFYWuZIk7Z+rgJOTbE1yLUCS9yW5N8mDSf6gtR2e5I4kDyTZluS8JO8GjgM2J9m8cOAkZyfZkeQfgLf0ta9N8o9J7m8fT02yAvhD4Lw2l/Pa57yhzeX+JOuH9LsoyUfb2Dcm+XiSzUm+keTn2xgPJ7mxbw5nJbk7yX1J/jrJEcv2HZYk6SWYG/cEJEmachuAn6yqNdAr/oBVwFogwMYkrwNeDnyrqn6p9Tuyqr6T5L3A66vqmf5BkxwCfBJ4A7ALuLXv8A7gdVX1XJIzgQ9V1blJrgROr6rL2hgfAv6uqi5OchSwBfgysLDfRQu+pqPb510HfB54DfAbwL1J1gC7gd8Hzqyq/0ryfuC99IpnSZLGyiJXkqQD66z2uL/tH0Gv6P0qcF2Sq4EvVNVXFxnnlcCjVfUIQJJPA5e0Y0cCNyVZBRTwshFzWZfk8rZ/CPCjS/gaPl9VleQh4OmqeqjNYTtwInA8sBr4WhKAFcDdSxhXkqRlZ5ErSdKBFeDDVfWJvQ4kr6b3WtgPJ9lUVYvd+awh7R8ENlfVOUlOBL4yYi7nVtXOBfP4mUU+77Pt4wt92/P7c8DzwF1VdcEi40iS1DlfkytJ0v75LvADfftfAi6ef41qkpVJjk1yHPC9qvo0cB3wqiHnz9sBnJTk5LbfX1AeCTzZti9aZC7vSrvdmuSnFvmcS3UP8JokP97GPSzJKfsxniRJB4xFriRJ+6Gq/p3est1tSa6tqk3AzcDdbbnvZ+kVlKcBW5JsBa4A/qgNcT1w58I3nqqq/6a3PPmO9sZTj/cdvobe3eCvAQf1tW8GVs+/oRS9O74vAx5Msq3tD+r3Ur/mb9Mrrm9J8iC9oveVL3UcSZKWQ6qGrYSSJEmSJGm6eCdXkiRJkjQzLHIlSZIkSTPDIleSJEmSNDMsciVJkiRJM8MiV5IkSZI0MyxyJUmSJEkzwyJXkiRJkjQzLHIlSZIkSTPjfwGVG+DOhCY1ZAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "multi_target_value = [\"AvgRate\",\"total\"]\n",
    "test_date=df[-y_test_m_unscale.shape[0]:].index\n",
    "plot_predict_actual_values(test_date, y_pred_m_unscale[:,0], y_test_m_unscale[:,0], ylabel=multi_target_value[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "plot actual and prediction values for `total bytes` KPI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-21T11:45:46.108128Z",
     "start_time": "2020-03-21T11:45:45.863289Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_predict_actual_values(test_date, y_pred_m_unscale[:,1], y_test_m_unscale[:,1], ylabel=multi_target_value[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.11"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
